id	sid	tid	token	lemma	pos
asir-41262	1	1	applied	apply	VERB
asir-41262	1	2	science	science	NOUN
asir-41262	1	3	and	and	CCONJ
asir-41262	1	4	innovative	innovative	ADJ
asir-41262	1	5	research	research	NOUN
asir-41262	1	6	issn	issn	VERB
asir-41262	1	7	2474	2474	NUM
asir-41262	1	8	-	-	SYM
asir-41262	1	9	4972	4972	NUM
asir-41262	1	10	(	(	PUNCT
asir-41262	1	11	print	print	NOUN
asir-41262	1	12	)	)	PUNCT
asir-41262	1	13	issn	issn	VERB
asir-41262	1	14	2474	2474	NUM
asir-41262	1	15	-	-	SYM
asir-41262	1	16	4980	4980	NUM
asir-41262	1	17	(	(	PUNCT
asir-41262	1	18	online	online	ADJ
asir-41262	1	19	)	)	PUNCT
asir-41262	1	20	vol	vol	NOUN
asir-41262	1	21	.	.	NOUN
asir-41262	1	22	8	8	NUM
asir-41262	1	23	,	,	PUNCT
asir-41262	1	24	no	no	INTJ
asir-41262	1	25	.	.	NOUN
asir-41262	1	26	3	3	NUM
asir-41262	1	27	,	,	PUNCT
asir-41262	1	28	2024	2024	NUM
asir-41262	1	29	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	1	30	8	8	NUM
asir-41262	1	31	original	original	ADJ
asir-41262	1	32	paper	paper	NOUN
asir-41262	1	33	application	application	NOUN
asir-41262	1	34	of	of	ADP
asir-41262	1	35	integrated	integrate	VERB
asir-41262	1	36	multi	multi	ADJ
asir-41262	1	37	-	-	ADJ
asir-41262	1	38	source	source	NOUN
asir-41262	1	39	data	datum	NOUN
asir-41262	1	40	in	in	ADP
asir-41262	1	41	landslide	landslide	NOUN
asir-41262	1	42	vulnerability	vulnerability	NOUN
asir-41262	1	43	assessment	assessment	NOUN
asir-41262	1	44	zhongmei	zhongmei	PROPN
asir-41262	1	45	jin1	jin1	PROPN
asir-41262	1	46	*	*	PROPN
asir-41262	1	47	&	&	CCONJ
asir-41262	1	48	yao	yao	PROPN
asir-41262	1	49	huang2	huang2	PROPN
asir-41262	1	50	1	1	NUM
asir-41262	1	51	digital	digital	ADJ
asir-41262	1	52	application	application	NOUN
asir-41262	1	53	research	research	NOUN
asir-41262	1	54	center	center	NOUN
asir-41262	1	55	,	,	PUNCT
asir-41262	1	56	southwest	southwest	PROPN
asir-41262	1	57	jiaotong	jiaotong	PROPN
asir-41262	1	58	university	university	PROPN
asir-41262	1	59	hope	hope	PROPN
asir-41262	1	60	college	college	PROPN
asir-41262	1	61	,	,	PUNCT
asir-41262	1	62	chengdu	chengdu	PROPN
asir-41262	1	63	,	,	PUNCT
asir-41262	1	64	sichuan	sichuan	PROPN
asir-41262	1	65	610400	610400	NUM
asir-41262	1	66	,	,	PUNCT
asir-41262	1	67	china	china	PROPN
asir-41262	1	68	2	2	NUM
asir-41262	1	69	department	department	NOUN
asir-41262	1	70	of	of	ADP
asir-41262	1	71	architecture	architecture	NOUN
asir-41262	1	72	and	and	CCONJ
asir-41262	1	73	civil	civil	ADJ
asir-41262	1	74	engineering	engineering	NOUN
asir-41262	1	75	,	,	PUNCT
asir-41262	1	76	southwest	southwest	PROPN
asir-41262	1	77	jiaotong	jiaotong	PROPN
asir-41262	1	78	university	university	PROPN
asir-41262	1	79	hope	hope	PROPN
asir-41262	1	80	college	college	PROPN
asir-41262	1	81	,	,	PUNCT
asir-41262	1	82	chengdu	chengdu	PROPN
asir-41262	1	83	,	,	PUNCT
asir-41262	1	84	sichuan	sichuan	PROPN
asir-41262	1	85	610400	610400	NUM
asir-41262	1	86	,	,	PUNCT
asir-41262	1	87	china	china	PROPN
asir-41262	1	88	*	*	PUNCT
asir-41262	1	89	zhongmei	zhongmei	PROPN
asir-41262	1	90	jin	jin	PROPN
asir-41262	1	91	,	,	PUNCT
asir-41262	1	92	digital	digital	ADJ
asir-41262	1	93	application	application	NOUN
asir-41262	1	94	research	research	NOUN
asir-41262	1	95	center	center	NOUN
asir-41262	1	96	,	,	PUNCT
asir-41262	1	97	southwest	southwest	PROPN
asir-41262	1	98	jiaotong	jiaotong	PROPN
asir-41262	1	99	university	university	PROPN
asir-41262	1	100	hope	hope	PROPN
asir-41262	1	101	college	college	PROPN
asir-41262	1	102	,	,	PUNCT
asir-41262	1	103	chengdu	chengdu	PROPN
asir-41262	1	104	,	,	PUNCT
asir-41262	1	105	sichuan	sichuan	PROPN
asir-41262	1	106	610400	610400	NUM
asir-41262	1	107	,	,	PUNCT
asir-41262	1	108	china	china	PROPN
asir-41262	1	109	received	receive	VERB
asir-41262	1	110	:	:	PUNCT
asir-41262	1	111	may	may	AUX
asir-41262	1	112	14	14	NUM
asir-41262	1	113	,	,	PUNCT
asir-41262	1	114	2024	2024	NUM
asir-41262	1	115	accepted	accept	VERB
asir-41262	1	116	:	:	PUNCT
asir-41262	1	117	june	june	PROPN
asir-41262	1	118	6	6	NUM
asir-41262	1	119	,	,	PUNCT
asir-41262	1	120	2024	2024	NUM
asir-41262	1	121	online	online	ADV
asir-41262	1	122	published	publish	VERB
asir-41262	1	123	:	:	PUNCT
asir-41262	1	124	june	june	PROPN
asir-41262	1	125	11	11	NUM
asir-41262	1	126	,	,	PUNCT
asir-41262	1	127	2024	2024	NUM
asir-41262	1	128	doi:10.22158	doi:10.22158	NOUN
asir-41262	1	129	/	/	SYM
asir-41262	1	130	asir.v8n3p8	asir.v8n3p8	NOUN
asir-41262	1	131	url	url	PROPN
asir-41262	1	132	:	:	PUNCT
asir-41262	2	1	http://doi.org/10.22158/asir.v8n3p8	http://doi.org/10.22158/asir.v8n3p8	PROPN
asir-41262	2	2	abstract	abstract	ADV
asir-41262	2	3	this	this	DET
asir-41262	2	4	paper	paper	NOUN
asir-41262	2	5	employs	employ	VERB
asir-41262	2	6	gis	gis	PROPN
asir-41262	2	7	technology	technology	NOUN
asir-41262	2	8	and	and	CCONJ
asir-41262	2	9	multi	multi	ADJ
asir-41262	2	10	-	-	ADJ
asir-41262	2	11	source	source	NOUN
asir-41262	2	12	data	data	NOUN
asir-41262	2	13	integration	integration	NOUN
asir-41262	2	14	methods	method	NOUN
asir-41262	2	15	to	to	PART
asir-41262	2	16	assess	assess	VERB
asir-41262	2	17	landslide	landslide	NOUN
asir-41262	2	18	vulnerability	vulnerability	NOUN
asir-41262	2	19	in	in	ADP
asir-41262	2	20	a	a	DET
asir-41262	2	21	city	city	NOUN
asir-41262	2	22	in	in	ADP
asir-41262	2	23	the	the	DET
asir-41262	2	24	southwestern	southwestern	ADJ
asir-41262	2	25	region	region	NOUN
asir-41262	2	26	.	.	PUNCT
asir-41262	3	1	the	the	DET
asir-41262	3	2	study	study	NOUN
asir-41262	3	3	combines	combine	VERB
asir-41262	3	4	the	the	DET
asir-41262	3	5	analytic	analytic	ADJ
asir-41262	3	6	hierarchy	hierarchy	NOUN
asir-41262	3	7	process	process	NOUN
asir-41262	3	8	(	(	PUNCT
asir-41262	3	9	ahp	ahp	NOUN
asir-41262	3	10	)	)	PUNCT
asir-41262	3	11	and	and	CCONJ
asir-41262	3	12	machine	machine	NOUN
asir-41262	3	13	learning	learn	VERB
asir-41262	3	14	techniques	technique	NOUN
asir-41262	3	15	,	,	PUNCT
asir-41262	3	16	utilizing	utilize	VERB
asir-41262	3	17	field	field	NOUN
asir-41262	3	18	survey	survey	NOUN
asir-41262	3	19	data	datum	NOUN
asir-41262	3	20	and	and	CCONJ
asir-41262	3	21	remote	remote	ADJ
asir-41262	3	22	sensing	sense	VERB
asir-41262	3	23	information	information	NOUN
asir-41262	3	24	to	to	PART
asir-41262	3	25	perform	perform	VERB
asir-41262	3	26	a	a	DET
asir-41262	3	27	systematic	systematic	ADJ
asir-41262	3	28	quantitative	quantitative	ADJ
asir-41262	3	29	analysis	analysis	NOUN
asir-41262	3	30	of	of	ADP
asir-41262	3	31	the	the	DET
asir-41262	3	32	hazard	hazard	NOUN
asir-41262	3	33	and	and	CCONJ
asir-41262	3	34	vulnerability	vulnerability	NOUN
asir-41262	3	35	of	of	ADP
asir-41262	3	36	landslides	landslide	NOUN
asir-41262	3	37	.	.	PUNCT
asir-41262	4	1	a	a	DET
asir-41262	4	2	comprehensive	comprehensive	ADJ
asir-41262	4	3	evaluation	evaluation	NOUN
asir-41262	4	4	model	model	NOUN
asir-41262	4	5	was	be	AUX
asir-41262	4	6	established	establish	VERB
asir-41262	4	7	,	,	PUNCT
asir-41262	4	8	assessing	assess	VERB
asir-41262	4	9	the	the	DET
asir-41262	4	10	risk	risk	NOUN
asir-41262	4	11	levels	level	NOUN
asir-41262	4	12	for	for	ADP
asir-41262	4	13	populations	population	NOUN
asir-41262	4	14	,	,	PUNCT
asir-41262	4	15	buildings	building	NOUN
asir-41262	4	16	,	,	PUNCT
asir-41262	4	17	and	and	CCONJ
asir-41262	4	18	infrastructure	infrastructure	NOUN
asir-41262	4	19	,	,	PUNCT
asir-41262	4	20	thereby	thereby	ADV
asir-41262	4	21	providing	provide	VERB
asir-41262	4	22	effective	effective	ADJ
asir-41262	4	23	decision	decision	NOUN
asir-41262	4	24	support	support	NOUN
asir-41262	4	25	for	for	ADP
asir-41262	4	26	mitigating	mitigate	VERB
asir-41262	4	27	landslide	landslide	NOUN
asir-41262	4	28	risks	risk	NOUN
asir-41262	4	29	.	.	PUNCT
asir-41262	5	1	keywords	keyword	NOUN
asir-41262	5	2	vulnerability	vulnerability	NOUN
asir-41262	5	3	assessment	assessment	NOUN
asir-41262	5	4	,	,	PUNCT
asir-41262	5	5	multi	multi	ADJ
asir-41262	5	6	-	-	ADJ
asir-41262	5	7	source	source	NOUN
asir-41262	5	8	data	data	NOUN
asir-41262	5	9	integration	integration	NOUN
asir-41262	5	10	,	,	PUNCT
asir-41262	5	11	gis	gis	PROPN
asir-41262	5	12	technology	technology	NOUN
asir-41262	5	13	,	,	PUNCT
asir-41262	5	14	analytic	analytic	ADJ
asir-41262	5	15	hierarchy	hierarchy	NOUN
asir-41262	5	16	process	process	NOUN
asir-41262	5	17	,	,	PUNCT
asir-41262	5	18	machine	machine	NOUN
asir-41262	5	19	learning	learn	VERB
asir-41262	5	20	1	1	NUM
asir-41262	5	21	.	.	PUNCT
asir-41262	6	1	introduction	introduction	NOUN
asir-41262	6	2	1.1	1.1	NUM
asir-41262	6	3	background	background	NOUN
asir-41262	6	4	on	on	ADP
asir-41262	6	5	landslide	landslide	NOUN
asir-41262	6	6	vulnerability	vulnerability	NOUN
asir-41262	6	7	assessment	assessment	NOUN
asir-41262	6	8	landslide	landslide	NOUN
asir-41262	6	9	vulnerability	vulnerability	NOUN
asir-41262	6	10	assessment	assessment	NOUN
asir-41262	6	11	is	be	AUX
asir-41262	6	12	a	a	DET
asir-41262	6	13	critical	critical	ADJ
asir-41262	6	14	component	component	NOUN
asir-41262	6	15	of	of	ADP
asir-41262	6	16	natural	natural	ADJ
asir-41262	6	17	hazard	hazard	NOUN
asir-41262	6	18	management	management	NOUN
asir-41262	6	19	and	and	CCONJ
asir-41262	6	20	planning	planning	NOUN
asir-41262	6	21	,	,	PUNCT
asir-41262	6	22	particularly	particularly	ADV
asir-41262	6	23	in	in	ADP
asir-41262	6	24	regions	region	NOUN
asir-41262	6	25	prone	prone	ADJ
asir-41262	6	26	to	to	ADP
asir-41262	6	27	geophysical	geophysical	ADJ
asir-41262	6	28	instabilities	instability	NOUN
asir-41262	6	29	.	.	PUNCT
asir-41262	7	1	vulnerability	vulnerability	NOUN
asir-41262	7	2	assessment	assessment	NOUN
asir-41262	7	3	involves	involve	VERB
asir-41262	7	4	evaluating	evaluate	VERB
asir-41262	7	5	the	the	DET
asir-41262	7	6	potential	potential	ADJ
asir-41262	7	7	impact	impact	NOUN
asir-41262	7	8	of	of	ADP
asir-41262	7	9	landslides	landslide	NOUN
asir-41262	7	10	on	on	ADP
asir-41262	7	11	communities	community	NOUN
asir-41262	7	12	,	,	PUNCT
asir-41262	7	13	infrastructure	infrastructure	NOUN
asir-41262	7	14	,	,	PUNCT
asir-41262	7	15	and	and	CCONJ
asir-41262	7	16	ecosystems	ecosystem	NOUN
asir-41262	7	17	,	,	PUNCT
asir-41262	7	18	focusing	focus	VERB
asir-41262	7	19	on	on	ADP
asir-41262	7	20	the	the	DET
asir-41262	7	21	susceptibility	susceptibility	NOUN
asir-41262	7	22	of	of	ADP
asir-41262	7	23	these	these	DET
asir-41262	7	24	elements	element	NOUN
asir-41262	7	25	to	to	PART
asir-41262	7	26	damage	damage	VERB
asir-41262	7	27	.	.	PUNCT
asir-41262	8	1	the	the	DET
asir-41262	8	2	process	process	NOUN
asir-41262	8	3	is	be	AUX
asir-41262	8	4	essential	essential	ADJ
asir-41262	8	5	for	for	ADP
asir-41262	8	6	identifying	identify	VERB
asir-41262	8	7	high	high	ADJ
asir-41262	8	8	-	-	PUNCT
asir-41262	8	9	risk	risk	NOUN
asir-41262	8	10	areas	area	NOUN
asir-41262	8	11	and	and	CCONJ
asir-41262	8	12	for	for	ADP
asir-41262	8	13	the	the	DET
asir-41262	8	14	effective	effective	ADJ
asir-41262	8	15	allocation	allocation	NOUN
asir-41262	8	16	of	of	ADP
asir-41262	8	17	resources	resource	NOUN
asir-41262	8	18	for	for	ADP
asir-41262	8	19	mitigation	mitigation	NOUN
asir-41262	8	20	and	and	CCONJ
asir-41262	8	21	preparedness	preparedness	NOUN
asir-41262	8	22	.	.	PUNCT
asir-41262	9	1	traditional	traditional	ADJ
asir-41262	9	2	assessments	assessment	NOUN
asir-41262	9	3	have	have	AUX
asir-41262	9	4	relied	rely	VERB
asir-41262	9	5	heavily	heavily	ADV
asir-41262	9	6	on	on	ADP
asir-41262	9	7	geological	geological	ADJ
asir-41262	9	8	surveys	survey	NOUN
asir-41262	9	9	and	and	CCONJ
asir-41262	9	10	historical	historical	ADJ
asir-41262	9	11	landslide	landslide	NOUN
asir-41262	9	12	data	datum	NOUN
asir-41262	9	13	to	to	PART
asir-41262	9	14	map	map	VERB
asir-41262	9	15	susceptible	susceptible	ADJ
asir-41262	9	16	areas	area	NOUN
asir-41262	9	17	.	.	PUNCT
asir-41262	10	1	however	however	ADV
asir-41262	10	2	,	,	PUNCT
asir-41262	10	3	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	10	4	applied	apply	VERB
asir-41262	10	5	science	science	NOUN
asir-41262	10	6	and	and	CCONJ
asir-41262	10	7	innovative	innovative	ADJ
asir-41262	10	8	research	research	NOUN
asir-41262	10	9	vol	vol	NOUN
asir-41262	10	10	.	.	PROPN
asir-41262	11	1	8	8	NUM
asir-41262	11	2	,	,	PUNCT
asir-41262	11	3	no	no	INTJ
asir-41262	11	4	.	.	NOUN
asir-41262	11	5	3	3	NUM
asir-41262	11	6	,	,	PUNCT
asir-41262	11	7	2024	2024	NUM
asir-41262	11	8	9	9	NUM
asir-41262	11	9	published	publish	VERB
asir-41262	11	10	by	by	ADP
asir-41262	11	11	scholink	scholink	PROPN
asir-41262	11	12	inc	inc	PROPN
asir-41262	11	13	.	.	PUNCT
asir-41262	12	1	the	the	DET
asir-41262	12	2	dynamic	dynamic	ADJ
asir-41262	12	3	nature	nature	NOUN
asir-41262	12	4	of	of	ADP
asir-41262	12	5	landscapes	landscape	NOUN
asir-41262	12	6	and	and	CCONJ
asir-41262	12	7	climatic	climatic	ADJ
asir-41262	12	8	variables	variable	NOUN
asir-41262	12	9	demands	demand	VERB
asir-41262	12	10	more	more	ADV
asir-41262	12	11	nuanced	nuanced	ADJ
asir-41262	12	12	and	and	CCONJ
asir-41262	12	13	updated	update	VERB
asir-41262	12	14	approaches	approach	NOUN
asir-41262	12	15	to	to	PART
asir-41262	12	16	accurately	accurately	ADV
asir-41262	12	17	predict	predict	VERB
asir-41262	12	18	and	and	CCONJ
asir-41262	12	19	mitigate	mitigate	VERB
asir-41262	12	20	future	future	ADJ
asir-41262	12	21	landslide	landslide	NOUN
asir-41262	12	22	occurrences	occurrence	NOUN
asir-41262	12	23	.	.	PUNCT
asir-41262	13	1	1.2	1.2	NUM
asir-41262	13	2	importance	importance	NOUN
asir-41262	13	3	of	of	ADP
asir-41262	13	4	integrating	integrate	VERB
asir-41262	13	5	multi	multi	ADJ
asir-41262	13	6	-	-	ADJ
asir-41262	13	7	source	source	NOUN
asir-41262	13	8	data	datum	NOUN
asir-41262	13	9	in	in	ADP
asir-41262	13	10	vulnerability	vulnerability	NOUN
asir-41262	13	11	studies	study	NOUN
asir-41262	13	12	the	the	DET
asir-41262	13	13	integration	integration	NOUN
asir-41262	13	14	of	of	ADP
asir-41262	13	15	multi	multi	ADJ
asir-41262	13	16	-	-	ADJ
asir-41262	13	17	source	source	NOUN
asir-41262	13	18	data	datum	NOUN
asir-41262	13	19	has	have	AUX
asir-41262	13	20	emerged	emerge	VERB
asir-41262	13	21	as	as	ADP
asir-41262	13	22	a	a	DET
asir-41262	13	23	transformative	transformative	ADJ
asir-41262	13	24	approach	approach	NOUN
asir-41262	13	25	in	in	ADP
asir-41262	13	26	enhancing	enhance	VERB
asir-41262	13	27	the	the	DET
asir-41262	13	28	accuracy	accuracy	NOUN
asir-41262	13	29	and	and	CCONJ
asir-41262	13	30	comprehensiveness	comprehensiveness	NOUN
asir-41262	13	31	of	of	ADP
asir-41262	13	32	landslide	landslide	NOUN
asir-41262	13	33	vulnerability	vulnerability	NOUN
asir-41262	13	34	assessments	assessment	NOUN
asir-41262	13	35	.	.	PUNCT
asir-41262	14	1	multi	multi	ADJ
asir-41262	14	2	-	-	ADJ
asir-41262	14	3	source	source	NOUN
asir-41262	14	4	data	data	NOUN
asir-41262	14	5	integration	integration	NOUN
asir-41262	14	6	involves	involve	VERB
asir-41262	14	7	the	the	DET
asir-41262	14	8	use	use	NOUN
asir-41262	14	9	of	of	ADP
asir-41262	14	10	diverse	diverse	ADJ
asir-41262	14	11	data	datum	NOUN
asir-41262	14	12	types	type	NOUN
asir-41262	14	13	,	,	PUNCT
asir-41262	14	14	including	include	VERB
asir-41262	14	15	remote	remote	ADJ
asir-41262	14	16	sensing	sense	VERB
asir-41262	14	17	imagery	imagery	NOUN
asir-41262	14	18	,	,	PUNCT
asir-41262	14	19	ground	ground	NOUN
asir-41262	14	20	-	-	PUNCT
asir-41262	14	21	based	base	VERB
asir-41262	14	22	survey	survey	NOUN
asir-41262	14	23	information	information	NOUN
asir-41262	14	24	,	,	PUNCT
asir-41262	14	25	historical	historical	ADJ
asir-41262	14	26	landslide	landslide	NOUN
asir-41262	14	27	inventories	inventory	NOUN
asir-41262	14	28	,	,	PUNCT
asir-41262	14	29	and	and	CCONJ
asir-41262	14	30	real	real	ADJ
asir-41262	14	31	-	-	PUNCT
asir-41262	14	32	time	time	NOUN
asir-41262	14	33	meteorological	meteorological	ADJ
asir-41262	14	34	data	datum	NOUN
asir-41262	14	35	.	.	PUNCT
asir-41262	15	1	this	this	DET
asir-41262	15	2	approach	approach	NOUN
asir-41262	15	3	allows	allow	VERB
asir-41262	15	4	for	for	ADP
asir-41262	15	5	a	a	DET
asir-41262	15	6	more	more	ADV
asir-41262	15	7	holistic	holistic	ADJ
asir-41262	15	8	view	view	NOUN
asir-41262	15	9	of	of	ADP
asir-41262	15	10	the	the	DET
asir-41262	15	11	risk	risk	NOUN
asir-41262	15	12	landscape	landscape	NOUN
asir-41262	15	13	,	,	PUNCT
asir-41262	15	14	capturing	capture	VERB
asir-41262	15	15	both	both	CCONJ
asir-41262	15	16	the	the	DET
asir-41262	15	17	static	static	ADJ
asir-41262	15	18	and	and	CCONJ
asir-41262	15	19	dynamic	dynamic	ADJ
asir-41262	15	20	factors	factor	NOUN
asir-41262	15	21	that	that	PRON
asir-41262	15	22	contribute	contribute	VERB
asir-41262	15	23	to	to	ADP
asir-41262	15	24	landslide	landslide	NOUN
asir-41262	15	25	susceptibility	susceptibility	NOUN
asir-41262	15	26	.	.	PUNCT
asir-41262	16	1	for	for	ADP
asir-41262	16	2	instance	instance	NOUN
asir-41262	16	3	,	,	PUNCT
asir-41262	16	4	remote	remote	ADJ
asir-41262	16	5	sensing	sensing	NOUN
asir-41262	16	6	can	can	AUX
asir-41262	16	7	provide	provide	VERB
asir-41262	16	8	up	up	ADP
asir-41262	16	9	-	-	PUNCT
asir-41262	16	10	to	to	ADP
asir-41262	16	11	-	-	PUNCT
asir-41262	16	12	date	date	NOUN
asir-41262	16	13	information	information	NOUN
asir-41262	16	14	on	on	ADP
asir-41262	16	15	land	land	NOUN
asir-41262	16	16	cover	cover	NOUN
asir-41262	16	17	changes	change	NOUN
asir-41262	16	18	,	,	PUNCT
asir-41262	16	19	while	while	SCONJ
asir-41262	16	20	meteorological	meteorological	ADJ
asir-41262	16	21	data	datum	NOUN
asir-41262	16	22	can	can	AUX
asir-41262	16	23	help	help	VERB
asir-41262	16	24	in	in	ADP
asir-41262	16	25	understanding	understand	VERB
asir-41262	16	26	the	the	DET
asir-41262	16	27	triggering	trigger	VERB
asir-41262	16	28	conditions	condition	NOUN
asir-41262	16	29	for	for	ADP
asir-41262	16	30	landslides	landslide	NOUN
asir-41262	16	31	,	,	PUNCT
asir-41262	16	32	such	such	ADJ
asir-41262	16	33	as	as	ADP
asir-41262	16	34	intense	intense	ADJ
asir-41262	16	35	rainfall	rainfall	NOUN
asir-41262	16	36	.	.	PUNCT
asir-41262	17	1	combining	combine	VERB
asir-41262	17	2	these	these	DET
asir-41262	17	3	data	datum	NOUN
asir-41262	17	4	sources	source	NOUN
asir-41262	17	5	using	use	VERB
asir-41262	17	6	advanced	advanced	ADJ
asir-41262	17	7	analytical	analytical	ADJ
asir-41262	17	8	tools	tool	NOUN
asir-41262	17	9	like	like	ADP
asir-41262	17	10	gis	gis	NOUN
asir-41262	17	11	and	and	CCONJ
asir-41262	17	12	machine	machine	NOUN
asir-41262	17	13	learning	learning	NOUN
asir-41262	17	14	enables	enable	VERB
asir-41262	17	15	the	the	DET
asir-41262	17	16	development	development	NOUN
asir-41262	17	17	of	of	ADP
asir-41262	17	18	predictive	predictive	ADJ
asir-41262	17	19	models	model	NOUN
asir-41262	17	20	that	that	PRON
asir-41262	17	21	are	be	AUX
asir-41262	17	22	not	not	PART
asir-41262	17	23	only	only	ADV
asir-41262	17	24	reactive	reactive	ADJ
asir-41262	17	25	but	but	CCONJ
asir-41262	17	26	also	also	ADV
asir-41262	17	27	proactive	proactive	ADJ
asir-41262	17	28	in	in	ADP
asir-41262	17	29	nature	nature	NOUN
asir-41262	17	30	.	.	PUNCT
asir-41262	18	1	1.3	1.3	NUM
asir-41262	18	2	objectives	objective	NOUN
asir-41262	18	3	of	of	ADP
asir-41262	18	4	the	the	DET
asir-41262	18	5	study	study	NOUN
asir-41262	18	6	the	the	DET
asir-41262	18	7	primary	primary	ADJ
asir-41262	18	8	objectives	objective	NOUN
asir-41262	18	9	of	of	ADP
asir-41262	18	10	this	this	DET
asir-41262	18	11	study	study	NOUN
asir-41262	18	12	are	be	AUX
asir-41262	18	13	:	:	PUNCT
asir-41262	18	14	(	(	PUNCT
asir-41262	18	15	1	1	X
asir-41262	18	16	)	)	PUNCT
asir-41262	18	17	to	to	PART
asir-41262	18	18	develop	develop	VERB
asir-41262	18	19	a	a	DET
asir-41262	18	20	comprehensive	comprehensive	ADJ
asir-41262	18	21	model	model	NOUN
asir-41262	18	22	:	:	PUNCT
asir-41262	18	23	utilizing	utilize	VERB
asir-41262	18	24	gis	gis	NOUN
asir-41262	18	25	technology	technology	NOUN
asir-41262	18	26	and	and	CCONJ
asir-41262	18	27	machine	machine	NOUN
asir-41262	18	28	learning	learn	VERB
asir-41262	18	29	to	to	PART
asir-41262	18	30	integrate	integrate	VERB
asir-41262	18	31	and	and	CCONJ
asir-41262	18	32	analyze	analyze	VERB
asir-41262	18	33	multi	multi	ADJ
asir-41262	18	34	-	-	ADJ
asir-41262	18	35	source	source	NOUN
asir-41262	18	36	data	datum	NOUN
asir-41262	18	37	for	for	ADP
asir-41262	18	38	a	a	DET
asir-41262	18	39	detailed	detailed	ADJ
asir-41262	18	40	assessment	assessment	NOUN
asir-41262	18	41	of	of	ADP
asir-41262	18	42	landslide	landslide	NOUN
asir-41262	18	43	vulnerability	vulnerability	NOUN
asir-41262	18	44	in	in	ADP
asir-41262	18	45	the	the	DET
asir-41262	18	46	southwestern	southwestern	ADJ
asir-41262	18	47	region	region	NOUN
asir-41262	18	48	of	of	ADP
asir-41262	18	49	the	the	DET
asir-41262	18	50	city	city	NOUN
asir-41262	18	51	.	.	PUNCT
asir-41262	19	1	(	(	PUNCT
asir-41262	19	2	2	2	X
asir-41262	19	3	)	)	PUNCT
asir-41262	19	4	to	to	PART
asir-41262	19	5	identify	identify	VERB
asir-41262	19	6	risk	risk	NOUN
asir-41262	19	7	levels	level	NOUN
asir-41262	19	8	:	:	PUNCT
asir-41262	19	9	to	to	PART
asir-41262	19	10	categorize	categorize	VERB
asir-41262	19	11	and	and	CCONJ
asir-41262	19	12	map	map	VERB
asir-41262	19	13	different	different	ADJ
asir-41262	19	14	levels	level	NOUN
asir-41262	19	15	of	of	ADP
asir-41262	19	16	landslide	landslide	NOUN
asir-41262	19	17	risk	risk	NOUN
asir-41262	19	18	affecting	affect	VERB
asir-41262	19	19	populations	population	NOUN
asir-41262	19	20	,	,	PUNCT
asir-41262	19	21	buildings	building	NOUN
asir-41262	19	22	,	,	PUNCT
asir-41262	19	23	and	and	CCONJ
asir-41262	19	24	infrastructures	infrastructure	NOUN
asir-41262	19	25	,	,	PUNCT
asir-41262	19	26	enabling	enable	VERB
asir-41262	19	27	targeted	target	VERB
asir-41262	19	28	mitigation	mitigation	NOUN
asir-41262	19	29	and	and	CCONJ
asir-41262	19	30	emergency	emergency	NOUN
asir-41262	19	31	planning	planning	NOUN
asir-41262	19	32	.	.	PUNCT
asir-41262	20	1	(	(	PUNCT
asir-41262	20	2	3	3	X
asir-41262	20	3	)	)	PUNCT
asir-41262	20	4	to	to	PART
asir-41262	20	5	provide	provide	VERB
asir-41262	20	6	decision	decision	NOUN
asir-41262	20	7	support	support	NOUN
asir-41262	20	8	:	:	PUNCT
asir-41262	20	9	to	to	PART
asir-41262	20	10	furnish	furnish	VERB
asir-41262	20	11	city	city	NOUN
asir-41262	20	12	planners	planner	NOUN
asir-41262	20	13	and	and	CCONJ
asir-41262	20	14	decision	decision	NOUN
asir-41262	20	15	-	-	PUNCT
asir-41262	20	16	makers	maker	NOUN
asir-41262	20	17	with	with	ADP
asir-41262	20	18	actionable	actionable	ADJ
asir-41262	20	19	insights	insight	NOUN
asir-41262	20	20	and	and	CCONJ
asir-41262	20	21	evidence	evidence	NOUN
asir-41262	20	22	-	-	PUNCT
asir-41262	20	23	based	base	VERB
asir-41262	20	24	recommendations	recommendation	NOUN
asir-41262	20	25	that	that	PRON
asir-41262	20	26	can	can	AUX
asir-41262	20	27	guide	guide	VERB
asir-41262	20	28	urban	urban	ADJ
asir-41262	20	29	development	development	NOUN
asir-41262	20	30	and	and	CCONJ
asir-41262	20	31	disaster	disaster	NOUN
asir-41262	20	32	preparedness	preparedness	NOUN
asir-41262	20	33	strategies	strategy	NOUN
asir-41262	20	34	.	.	PUNCT
asir-41262	21	1	these	these	DET
asir-41262	21	2	objectives	objective	NOUN
asir-41262	21	3	aim	aim	VERB
asir-41262	21	4	to	to	PART
asir-41262	21	5	address	address	VERB
asir-41262	21	6	the	the	DET
asir-41262	21	7	gaps	gap	NOUN
asir-41262	21	8	in	in	ADP
asir-41262	21	9	traditional	traditional	ADJ
asir-41262	21	10	vulnerability	vulnerability	NOUN
asir-41262	21	11	assessments	assessment	NOUN
asir-41262	21	12	by	by	ADP
asir-41262	21	13	leveraging	leverage	VERB
asir-41262	21	14	the	the	DET
asir-41262	21	15	power	power	NOUN
asir-41262	21	16	of	of	ADP
asir-41262	21	17	integrated	integrate	VERB
asir-41262	21	18	data	datum	NOUN
asir-41262	21	19	analytics	analytic	NOUN
asir-41262	21	20	,	,	PUNCT
asir-41262	21	21	thus	thus	ADV
asir-41262	21	22	enhancing	enhance	VERB
asir-41262	21	23	the	the	DET
asir-41262	21	24	predictive	predictive	ADJ
asir-41262	21	25	capabilities	capability	NOUN
asir-41262	21	26	of	of	ADP
asir-41262	21	27	risk	risk	NOUN
asir-41262	21	28	management	management	NOUN
asir-41262	21	29	tools	tool	NOUN
asir-41262	21	30	and	and	CCONJ
asir-41262	21	31	improving	improve	VERB
asir-41262	21	32	the	the	DET
asir-41262	21	33	resilience	resilience	NOUN
asir-41262	21	34	of	of	ADP
asir-41262	21	35	communities	community	NOUN
asir-41262	21	36	against	against	ADP
asir-41262	21	37	the	the	DET
asir-41262	21	38	threat	threat	NOUN
asir-41262	21	39	of	of	ADP
asir-41262	21	40	landslides	landslide	NOUN
asir-41262	21	41	.	.	PUNCT
asir-41262	22	1	through	through	ADP
asir-41262	22	2	this	this	DET
asir-41262	22	3	study	study	NOUN
asir-41262	22	4	,	,	PUNCT
asir-41262	22	5	we	we	PRON
asir-41262	22	6	seek	seek	VERB
asir-41262	22	7	to	to	PART
asir-41262	22	8	demonstrate	demonstrate	VERB
asir-41262	22	9	the	the	DET
asir-41262	22	10	utility	utility	NOUN
asir-41262	22	11	of	of	ADP
asir-41262	22	12	a	a	DET
asir-41262	22	13	multi	multi	ADJ
asir-41262	22	14	-	-	ADJ
asir-41262	22	15	faceted	faceted	ADJ
asir-41262	22	16	data	datum	NOUN
asir-41262	22	17	approach	approach	NOUN
asir-41262	22	18	in	in	ADP
asir-41262	22	19	refining	refining	NOUN
asir-41262	22	20	risk	risk	NOUN
asir-41262	22	21	assessment	assessment	NOUN
asir-41262	22	22	and	and	CCONJ
asir-41262	22	23	mitigation	mitigation	NOUN
asir-41262	22	24	strategies	strategy	NOUN
asir-41262	22	25	.	.	PUNCT
asir-41262	23	1	2	2	X
asir-41262	23	2	.	.	X
asir-41262	23	3	literature	literature	NOUN
asir-41262	23	4	review	review	VERB
asir-41262	23	5	2.1	2.1	NUM
asir-41262	23	6	previous	previous	ADJ
asir-41262	23	7	applications	application	NOUN
asir-41262	23	8	of	of	ADP
asir-41262	23	9	gis	gis	NOUN
asir-41262	23	10	in	in	ADP
asir-41262	23	11	landslide	landslide	NOUN
asir-41262	23	12	studies	study	NOUN
asir-41262	23	13	geographic	geographic	ADJ
asir-41262	23	14	information	information	NOUN
asir-41262	23	15	systems	system	NOUN
asir-41262	23	16	(	(	PUNCT
asir-41262	23	17	gis	gis	NOUN
asir-41262	23	18	)	)	PUNCT
asir-41262	23	19	have	have	AUX
asir-41262	23	20	long	long	ADV
asir-41262	23	21	been	be	AUX
asir-41262	23	22	a	a	DET
asir-41262	23	23	cornerstone	cornerstone	NOUN
asir-41262	23	24	in	in	ADP
asir-41262	23	25	environmental	environmental	ADJ
asir-41262	23	26	hazard	hazard	NOUN
asir-41262	23	27	assessment	assessment	NOUN
asir-41262	23	28	,	,	PUNCT
asir-41262	23	29	particularly	particularly	ADV
asir-41262	23	30	in	in	ADP
asir-41262	23	31	the	the	DET
asir-41262	23	32	study	study	NOUN
asir-41262	23	33	of	of	ADP
asir-41262	23	34	landslides	landslide	NOUN
asir-41262	23	35	.	.	PUNCT
asir-41262	24	1	the	the	DET
asir-41262	24	2	ability	ability	NOUN
asir-41262	24	3	of	of	ADP
asir-41262	24	4	gis	gis	PROPN
asir-41262	24	5	to	to	PART
asir-41262	24	6	integrate	integrate	VERB
asir-41262	24	7	and	and	CCONJ
asir-41262	24	8	analyze	analyze	VERB
asir-41262	24	9	spatial	spatial	ADJ
asir-41262	24	10	data	datum	NOUN
asir-41262	24	11	makes	make	VERB
asir-41262	24	12	it	it	PRON
asir-41262	24	13	invaluable	invaluable	ADJ
asir-41262	24	14	for	for	ADP
asir-41262	24	15	identifying	identify	VERB
asir-41262	24	16	areas	area	NOUN
asir-41262	24	17	at	at	ADP
asir-41262	24	18	risk	risk	NOUN
asir-41262	24	19	of	of	ADP
asir-41262	24	20	landslides	landslide	NOUN
asir-41262	24	21	.	.	PUNCT
asir-41262	25	1	over	over	ADP
asir-41262	25	2	the	the	DET
asir-41262	25	3	past	past	ADJ
asir-41262	25	4	decades	decade	NOUN
asir-41262	25	5	,	,	PUNCT
asir-41262	25	6	gis	gis	PROPN
asir-41262	25	7	has	have	AUX
asir-41262	25	8	been	be	AUX
asir-41262	25	9	used	use	VERB
asir-41262	25	10	to	to	PART
asir-41262	25	11	combine	combine	VERB
asir-41262	25	12	topographic	topographic	PROPN
asir-41262	25	13	maps	map	NOUN
asir-41262	25	14	,	,	PUNCT
asir-41262	25	15	soil	soil	NOUN
asir-41262	25	16	types	type	NOUN
asir-41262	25	17	,	,	PUNCT
asir-41262	25	18	rainfall	rainfall	NOUN
asir-41262	25	19	data	datum	NOUN
asir-41262	25	20	,	,	PUNCT
asir-41262	25	21	and	and	CCONJ
asir-41262	25	22	geological	geological	ADJ
asir-41262	25	23	features	feature	NOUN
asir-41262	25	24	to	to	PART
asir-41262	25	25	create	create	VERB
asir-41262	25	26	detailed	detailed	ADJ
asir-41262	25	27	susceptibility	susceptibility	NOUN
asir-41262	25	28	maps	map	NOUN
asir-41262	25	29	.	.	PUNCT
asir-41262	26	1	notable	notable	ADJ
asir-41262	26	2	studies	study	NOUN
asir-41262	26	3	,	,	PUNCT
asir-41262	26	4	such	such	ADJ
asir-41262	26	5	as	as	ADP
asir-41262	26	6	those	those	PRON
asir-41262	26	7	by	by	ADP
asir-41262	26	8	van	van	PROPN
asir-41262	26	9	westen	westen	PROPN
asir-41262	26	10	et	et	PROPN
asir-41262	26	11	al	al	PROPN
asir-41262	26	12	.	.	PUNCT
asir-41262	26	13	(	(	PUNCT
asir-41262	26	14	2018	2018	NUM
asir-41262	26	15	)	)	PUNCT
asir-41262	26	16	,	,	PUNCT
asir-41262	26	17	have	have	AUX
asir-41262	26	18	demonstrated	demonstrate	VERB
asir-41262	26	19	how	how	SCONJ
asir-41262	26	20	gis	gis	PROPN
asir-41262	26	21	can	can	AUX
asir-41262	26	22	be	be	AUX
asir-41262	26	23	utilized	utilize	VERB
asir-41262	26	24	to	to	PART
asir-41262	26	25	perform	perform	VERB
asir-41262	26	26	spatial	spatial	ADJ
asir-41262	26	27	analysis	analysis	NOUN
asir-41262	26	28	and	and	CCONJ
asir-41262	26	29	modeling	modeling	NOUN
asir-41262	26	30	of	of	ADP
asir-41262	26	31	landslide	landslide	NOUN
asir-41262	26	32	-	-	PUNCT
asir-41262	26	33	prone	prone	ADJ
asir-41262	26	34	areas	area	NOUN
asir-41262	26	35	,	,	PUNCT
asir-41262	26	36	assessing	assess	VERB
asir-41262	26	37	factors	factor	NOUN
asir-41262	26	38	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	VERB
asir-41262	26	39	applied	apply	VERB
asir-41262	26	40	science	science	NOUN
asir-41262	26	41	and	and	CCONJ
asir-41262	26	42	innovative	innovative	ADJ
asir-41262	26	43	research	research	NOUN
asir-41262	26	44	vol	vol	NOUN
asir-41262	26	45	.	.	PROPN
asir-41262	26	46	8	8	NUM
asir-41262	26	47	,	,	PUNCT
asir-41262	26	48	no	no	INTJ
asir-41262	26	49	.	.	NOUN
asir-41262	26	50	3	3	NUM
asir-41262	26	51	,	,	PUNCT
asir-41262	26	52	2024	2024	NUM
asir-41262	26	53	10	10	NUM
asir-41262	26	54	published	publish	VERB
asir-41262	26	55	by	by	ADP
asir-41262	26	56	scholink	scholink	PROPN
asir-41262	26	57	inc	inc	PROPN
asir-41262	26	58	.	.	PROPN
asir-41262	26	59	such	such	ADJ
asir-41262	26	60	as	as	ADP
asir-41262	26	61	slope	slope	NOUN
asir-41262	26	62	instability	instability	NOUN
asir-41262	26	63	,	,	PUNCT
asir-41262	26	64	soil	soil	NOUN
asir-41262	26	65	erosion	erosion	NOUN
asir-41262	26	66	potential	potential	NOUN
asir-41262	26	67	,	,	PUNCT
asir-41262	26	68	and	and	CCONJ
asir-41262	26	69	hydrological	hydrological	ADJ
asir-41262	26	70	impact	impact	NOUN
asir-41262	26	71	.	.	PUNCT
asir-41262	27	1	these	these	DET
asir-41262	27	2	applications	application	NOUN
asir-41262	27	3	have	have	AUX
asir-41262	27	4	significantly	significantly	ADV
asir-41262	27	5	advanced	advance	VERB
asir-41262	27	6	our	our	PRON
asir-41262	27	7	understanding	understanding	NOUN
asir-41262	27	8	of	of	ADP
asir-41262	27	9	how	how	SCONJ
asir-41262	27	10	different	different	ADJ
asir-41262	27	11	geographic	geographic	ADJ
asir-41262	27	12	and	and	CCONJ
asir-41262	27	13	environmental	environmental	ADJ
asir-41262	27	14	factors	factor	NOUN
asir-41262	27	15	contribute	contribute	VERB
asir-41262	27	16	to	to	ADP
asir-41262	27	17	landslide	landslide	NOUN
asir-41262	27	18	risks	risk	NOUN
asir-41262	27	19	.	.	PUNCT
asir-41262	28	1	2.2	2.2	NUM
asir-41262	28	2	role	role	NOUN
asir-41262	28	3	of	of	ADP
asir-41262	28	4	multi	multi	ADJ
asir-41262	28	5	-	-	ADJ
asir-41262	28	6	source	source	NOUN
asir-41262	28	7	data	datum	NOUN
asir-41262	28	8	in	in	ADP
asir-41262	28	9	enhancing	enhance	VERB
asir-41262	28	10	risk	risk	NOUN
asir-41262	28	11	assessments	assessment	NOUN
asir-41262	28	12	the	the	DET
asir-41262	28	13	role	role	NOUN
asir-41262	28	14	of	of	ADP
asir-41262	28	15	multi	multi	ADJ
asir-41262	28	16	-	-	ADJ
asir-41262	28	17	source	source	NOUN
asir-41262	28	18	data	data	NOUN
asir-41262	28	19	integration	integration	NOUN
asir-41262	28	20	in	in	ADP
asir-41262	28	21	enhancing	enhance	VERB
asir-41262	28	22	the	the	DET
asir-41262	28	23	accuracy	accuracy	NOUN
asir-41262	28	24	of	of	ADP
asir-41262	28	25	risk	risk	NOUN
asir-41262	28	26	assessments	assessment	NOUN
asir-41262	28	27	can	can	AUX
asir-41262	28	28	not	not	PART
asir-41262	28	29	be	be	AUX
asir-41262	28	30	overstated	overstate	VERB
asir-41262	28	31	.	.	PUNCT
asir-41262	29	1	in	in	ADP
asir-41262	29	2	recent	recent	ADJ
asir-41262	29	3	years	year	NOUN
asir-41262	29	4	,	,	PUNCT
asir-41262	29	5	the	the	DET
asir-41262	29	6	combination	combination	NOUN
asir-41262	29	7	of	of	ADP
asir-41262	29	8	traditional	traditional	ADJ
asir-41262	29	9	geographic	geographic	ADJ
asir-41262	29	10	data	datum	NOUN
asir-41262	29	11	with	with	ADP
asir-41262	29	12	newer	new	ADJ
asir-41262	29	13	sources	source	NOUN
asir-41262	29	14	like	like	ADP
asir-41262	29	15	satellite	satellite	NOUN
asir-41262	29	16	imagery	imagery	NOUN
asir-41262	29	17	,	,	PUNCT
asir-41262	29	18	lidar	lidar	NOUN
asir-41262	29	19	data	datum	NOUN
asir-41262	29	20	,	,	PUNCT
asir-41262	29	21	and	and	CCONJ
asir-41262	29	22	real	real	ADJ
asir-41262	29	23	-	-	PUNCT
asir-41262	29	24	time	time	NOUN
asir-41262	29	25	weather	weather	NOUN
asir-41262	29	26	feeds	feed	NOUN
asir-41262	29	27	has	have	AUX
asir-41262	29	28	transformed	transform	VERB
asir-41262	29	29	risk	risk	NOUN
asir-41262	29	30	assessment	assessment	NOUN
asir-41262	29	31	methodologies	methodology	NOUN
asir-41262	29	32	.	.	PUNCT
asir-41262	30	1	for	for	ADP
asir-41262	30	2	instance	instance	NOUN
asir-41262	30	3	,	,	PUNCT
asir-41262	30	4	research	research	NOUN
asir-41262	30	5	by	by	ADP
asir-41262	30	6	zhou	zhou	PROPN
asir-41262	30	7	et	et	PROPN
asir-41262	30	8	al	al	PROPN
asir-41262	30	9	.	.	PROPN
asir-41262	31	1	(	(	PUNCT
asir-41262	31	2	2019	2019	NUM
asir-41262	31	3	)	)	PUNCT
asir-41262	31	4	has	have	AUX
asir-41262	31	5	shown	show	VERB
asir-41262	31	6	how	how	SCONJ
asir-41262	31	7	integrating	integrate	VERB
asir-41262	31	8	remote	remote	ADJ
asir-41262	31	9	sensing	sense	VERB
asir-41262	31	10	data	datum	NOUN
asir-41262	31	11	with	with	ADP
asir-41262	31	12	conventional	conventional	ADJ
asir-41262	31	13	gis	gis	PROPN
asir-41262	31	14	data	data	NOUN
asir-41262	31	15	layers	layer	NOUN
asir-41262	31	16	improves	improve	VERB
asir-41262	31	17	the	the	DET
asir-41262	31	18	temporal	temporal	ADJ
asir-41262	31	19	resolution	resolution	NOUN
asir-41262	31	20	of	of	ADP
asir-41262	31	21	landslide	landslide	NOUN
asir-41262	31	22	risk	risk	NOUN
asir-41262	31	23	assessments	assessment	NOUN
asir-41262	31	24	,	,	PUNCT
asir-41262	31	25	allowing	allow	VERB
asir-41262	31	26	for	for	ADP
asir-41262	31	27	near	near	ADP
asir-41262	31	28	real	real	ADJ
asir-41262	31	29	-	-	PUNCT
asir-41262	31	30	time	time	NOUN
asir-41262	31	31	monitoring	monitoring	NOUN
asir-41262	31	32	and	and	CCONJ
asir-41262	31	33	response	response	NOUN
asir-41262	31	34	.	.	PUNCT
asir-41262	32	1	additionally	additionally	ADV
asir-41262	32	2	,	,	PUNCT
asir-41262	32	3	the	the	DET
asir-41262	32	4	inclusion	inclusion	NOUN
asir-41262	32	5	of	of	ADP
asir-41262	32	6	social	social	ADJ
asir-41262	32	7	and	and	CCONJ
asir-41262	32	8	economic	economic	ADJ
asir-41262	32	9	data	datum	NOUN
asir-41262	32	10	into	into	ADP
asir-41262	32	11	these	these	DET
asir-41262	32	12	models	model	NOUN
asir-41262	32	13	enables	enable	VERB
asir-41262	32	14	a	a	DET
asir-41262	32	15	more	more	ADV
asir-41262	32	16	comprehensive	comprehensive	ADJ
asir-41262	32	17	assessment	assessment	NOUN
asir-41262	32	18	of	of	ADP
asir-41262	32	19	vulnerability	vulnerability	NOUN
asir-41262	32	20	,	,	PUNCT
asir-41262	32	21	addressing	address	VERB
asir-41262	32	22	not	not	PART
asir-41262	32	23	just	just	ADV
asir-41262	32	24	the	the	DET
asir-41262	32	25	likelihood	likelihood	NOUN
asir-41262	32	26	of	of	ADP
asir-41262	32	27	landslides	landslide	NOUN
asir-41262	32	28	but	but	CCONJ
asir-41262	32	29	also	also	ADV
asir-41262	32	30	the	the	DET
asir-41262	32	31	potential	potential	ADJ
asir-41262	32	32	human	human	ADJ
asir-41262	32	33	and	and	CCONJ
asir-41262	32	34	economic	economic	ADJ
asir-41262	32	35	impacts	impact	NOUN
asir-41262	32	36	.	.	PUNCT
asir-41262	33	1	this	this	DET
asir-41262	33	2	holistic	holistic	ADJ
asir-41262	33	3	approach	approach	NOUN
asir-41262	33	4	aids	aid	NOUN
asir-41262	33	5	in	in	ADP
asir-41262	33	6	creating	create	VERB
asir-41262	33	7	more	more	ADV
asir-41262	33	8	effective	effective	ADJ
asir-41262	33	9	and	and	CCONJ
asir-41262	33	10	targeted	target	VERB
asir-41262	33	11	risk	risk	NOUN
asir-41262	33	12	mitigation	mitigation	NOUN
asir-41262	33	13	strategies	strategy	NOUN
asir-41262	33	14	,	,	PUNCT
asir-41262	33	15	as	as	SCONJ
asir-41262	33	16	demonstrated	demonstrate	VERB
asir-41262	33	17	in	in	ADP
asir-41262	33	18	case	case	NOUN
asir-41262	33	19	studies	study	NOUN
asir-41262	33	20	from	from	ADP
asir-41262	33	21	both	both	DET
asir-41262	33	22	developed	developed	ADJ
asir-41262	33	23	and	and	CCONJ
asir-41262	33	24	developing	develop	VERB
asir-41262	33	25	regions	region	NOUN
asir-41262	33	26	.	.	PUNCT
asir-41262	34	1	2.3	2.3	NUM
asir-41262	34	2	advances	advance	NOUN
asir-41262	34	3	in	in	ADP
asir-41262	34	4	analytic	analytic	ADJ
asir-41262	34	5	hierarchy	hierarchy	NOUN
asir-41262	34	6	process	process	NOUN
asir-41262	34	7	(	(	PUNCT
asir-41262	34	8	ahp	ahp	NOUN
asir-41262	34	9	)	)	PUNCT
asir-41262	34	10	and	and	CCONJ
asir-41262	34	11	machine	machine	NOUN
asir-41262	34	12	learning	learn	VERB
asir-41262	34	13	in	in	ADP
asir-41262	34	14	geosciences	geoscience	NOUN
asir-41262	34	15	the	the	DET
asir-41262	34	16	analytic	analytic	ADJ
asir-41262	34	17	hierarchy	hierarchy	NOUN
asir-41262	34	18	process	process	NOUN
asir-41262	34	19	(	(	PUNCT
asir-41262	34	20	ahp	ahp	NOUN
asir-41262	34	21	)	)	PUNCT
asir-41262	34	22	and	and	CCONJ
asir-41262	34	23	machine	machine	NOUN
asir-41262	34	24	learning	learning	NOUN
asir-41262	34	25	have	have	AUX
asir-41262	34	26	both	both	PRON
asir-41262	34	27	seen	see	VERB
asir-41262	34	28	significant	significant	ADJ
asir-41262	34	29	applications	application	NOUN
asir-41262	34	30	in	in	ADP
asir-41262	34	31	geosciences	geoscience	NOUN
asir-41262	34	32	,	,	PUNCT
asir-41262	34	33	particularly	particularly	ADV
asir-41262	34	34	in	in	ADP
asir-41262	34	35	enhancing	enhance	VERB
asir-41262	34	36	landslide	landslide	NOUN
asir-41262	34	37	risk	risk	NOUN
asir-41262	34	38	assessments	assessment	NOUN
asir-41262	34	39	.	.	PUNCT
asir-41262	35	1	ahp	ahp	PROPN
asir-41262	35	2	,	,	PUNCT
asir-41262	35	3	a	a	DET
asir-41262	35	4	structured	structured	ADJ
asir-41262	35	5	technique	technique	NOUN
asir-41262	35	6	for	for	ADP
asir-41262	35	7	organizing	organize	VERB
asir-41262	35	8	and	and	CCONJ
asir-41262	35	9	analyzing	analyze	VERB
asir-41262	35	10	complex	complex	ADJ
asir-41262	35	11	decisions	decision	NOUN
asir-41262	35	12	,	,	PUNCT
asir-41262	35	13	has	have	AUX
asir-41262	35	14	been	be	AUX
asir-41262	35	15	used	use	VERB
asir-41262	35	16	to	to	PART
asir-41262	35	17	weigh	weigh	VERB
asir-41262	35	18	the	the	DET
asir-41262	35	19	relative	relative	ADJ
asir-41262	35	20	importance	importance	NOUN
asir-41262	35	21	of	of	ADP
asir-41262	35	22	various	various	ADJ
asir-41262	35	23	factors	factor	NOUN
asir-41262	35	24	that	that	PRON
asir-41262	35	25	contribute	contribute	VERB
asir-41262	35	26	to	to	ADP
asir-41262	35	27	landslides	landslide	NOUN
asir-41262	35	28	.	.	PUNCT
asir-41262	36	1	by	by	ADP
asir-41262	36	2	using	use	VERB
asir-41262	36	3	ahp	ahp	NOUN
asir-41262	36	4	,	,	PUNCT
asir-41262	36	5	researchers	researcher	NOUN
asir-41262	36	6	can	can	AUX
asir-41262	36	7	create	create	VERB
asir-41262	36	8	a	a	DET
asir-41262	36	9	prioritized	prioritize	VERB
asir-41262	36	10	list	list	NOUN
asir-41262	36	11	of	of	ADP
asir-41262	36	12	risk	risk	NOUN
asir-41262	36	13	factors	factor	NOUN
asir-41262	36	14	based	base	VERB
asir-41262	36	15	on	on	ADP
asir-41262	36	16	expert	expert	ADJ
asir-41262	36	17	judgments	judgment	NOUN
asir-41262	36	18	,	,	PUNCT
asir-41262	36	19	as	as	SCONJ
asir-41262	36	20	detailed	detail	VERB
asir-41262	36	21	by	by	ADP
asir-41262	36	22	saaty	saaty	NOUN
asir-41262	36	23	(	(	PUNCT
asir-41262	36	24	2016	2016	NUM
asir-41262	36	25	)	)	PUNCT
asir-41262	36	26	in	in	ADP
asir-41262	36	27	his	his	PRON
asir-41262	36	28	work	work	NOUN
asir-41262	36	29	on	on	ADP
asir-41262	36	30	decision	decision	NOUN
asir-41262	36	31	-	-	PUNCT
asir-41262	36	32	making	making	NOUN
asir-41262	36	33	in	in	ADP
asir-41262	36	34	environmental	environmental	ADJ
asir-41262	36	35	projects	project	NOUN
asir-41262	36	36	.	.	PUNCT
asir-41262	37	1	on	on	ADP
asir-41262	37	2	the	the	DET
asir-41262	37	3	other	other	ADJ
asir-41262	37	4	hand	hand	NOUN
asir-41262	37	5	,	,	PUNCT
asir-41262	37	6	machine	machine	NOUN
asir-41262	37	7	learning	learning	NOUN
asir-41262	37	8	offers	offer	VERB
asir-41262	37	9	a	a	DET
asir-41262	37	10	more	more	ADV
asir-41262	37	11	data	data	NOUN
asir-41262	37	12	-	-	PUNCT
asir-41262	37	13	driven	drive	VERB
asir-41262	37	14	approach	approach	NOUN
asir-41262	37	15	.	.	PUNCT
asir-41262	38	1	recent	recent	ADJ
asir-41262	38	2	advancements	advancement	NOUN
asir-41262	38	3	have	have	AUX
asir-41262	38	4	enabled	enable	VERB
asir-41262	38	5	the	the	DET
asir-41262	38	6	development	development	NOUN
asir-41262	38	7	of	of	ADP
asir-41262	38	8	predictive	predictive	ADJ
asir-41262	38	9	models	model	NOUN
asir-41262	38	10	that	that	PRON
asir-41262	38	11	can	can	AUX
asir-41262	38	12	learn	learn	VERB
asir-41262	38	13	from	from	ADP
asir-41262	38	14	large	large	ADJ
asir-41262	38	15	datasets	dataset	NOUN
asir-41262	38	16	of	of	ADP
asir-41262	38	17	previous	previous	ADJ
asir-41262	38	18	landslide	landslide	NOUN
asir-41262	38	19	occurrences	occurrence	NOUN
asir-41262	38	20	to	to	PART
asir-41262	38	21	predict	predict	VERB
asir-41262	38	22	future	future	ADJ
asir-41262	38	23	events	event	NOUN
asir-41262	38	24	.	.	PUNCT
asir-41262	39	1	studies	study	NOUN
asir-41262	39	2	by	by	ADP
asir-41262	39	3	lee	lee	PROPN
asir-41262	39	4	and	and	CCONJ
asir-41262	39	5	talib	talib	PROPN
asir-41262	39	6	(	(	PUNCT
asir-41262	39	7	2020	2020	NUM
asir-41262	39	8	)	)	PUNCT
asir-41262	39	9	have	have	AUX
asir-41262	39	10	illustrated	illustrate	VERB
asir-41262	39	11	how	how	SCONJ
asir-41262	39	12	machine	machine	NOUN
asir-41262	39	13	learning	learning	NOUN
asir-41262	39	14	algorithms	algorithm	NOUN
asir-41262	39	15	,	,	PUNCT
asir-41262	39	16	such	such	ADJ
asir-41262	39	17	as	as	ADP
asir-41262	39	18	support	support	NOUN
asir-41262	39	19	vector	vector	NOUN
asir-41262	39	20	machines	machine	NOUN
asir-41262	39	21	and	and	CCONJ
asir-41262	39	22	neural	neural	ADJ
asir-41262	39	23	networks	network	NOUN
asir-41262	39	24	,	,	PUNCT
asir-41262	39	25	can	can	AUX
asir-41262	39	26	be	be	AUX
asir-41262	39	27	trained	train	VERB
asir-41262	39	28	on	on	ADP
asir-41262	39	29	historical	historical	ADJ
asir-41262	39	30	landslide	landslide	NOUN
asir-41262	39	31	data	datum	NOUN
asir-41262	39	32	to	to	PART
asir-41262	39	33	predict	predict	VERB
asir-41262	39	34	susceptibility	susceptibility	NOUN
asir-41262	39	35	with	with	ADP
asir-41262	39	36	high	high	ADJ
asir-41262	39	37	accuracy	accuracy	NOUN
asir-41262	39	38	.	.	PUNCT
asir-41262	40	1	these	these	DET
asir-41262	40	2	methods	method	NOUN
asir-41262	40	3	are	be	AUX
asir-41262	40	4	particularly	particularly	ADV
asir-41262	40	5	effective	effective	ADJ
asir-41262	40	6	in	in	ADP
asir-41262	40	7	dealing	deal	VERB
asir-41262	40	8	with	with	ADP
asir-41262	40	9	the	the	DET
asir-41262	40	10	vast	vast	ADJ
asir-41262	40	11	amounts	amount	NOUN
asir-41262	40	12	of	of	ADP
asir-41262	40	13	data	datum	NOUN
asir-41262	40	14	generated	generate	VERB
asir-41262	40	15	by	by	ADP
asir-41262	40	16	multi	multi	ADJ
asir-41262	40	17	-	-	ADJ
asir-41262	40	18	source	source	NOUN
asir-41262	40	19	integration	integration	NOUN
asir-41262	40	20	,	,	PUNCT
asir-41262	40	21	providing	provide	VERB
asir-41262	40	22	insights	insight	NOUN
asir-41262	40	23	that	that	PRON
asir-41262	40	24	are	be	AUX
asir-41262	40	25	not	not	PART
asir-41262	40	26	only	only	ADV
asir-41262	40	27	based	base	VERB
asir-41262	40	28	on	on	ADP
asir-41262	40	29	past	past	ADJ
asir-41262	40	30	patterns	pattern	NOUN
asir-41262	40	31	but	but	CCONJ
asir-41262	40	32	also	also	ADV
asir-41262	40	33	adaptive	adaptive	ADJ
asir-41262	40	34	to	to	ADP
asir-41262	40	35	new	new	ADJ
asir-41262	40	36	data	datum	NOUN
asir-41262	40	37	.	.	PUNCT
asir-41262	41	1	together	together	ADV
asir-41262	41	2	,	,	PUNCT
asir-41262	41	3	these	these	DET
asir-41262	41	4	technologies	technology	NOUN
asir-41262	41	5	and	and	CCONJ
asir-41262	41	6	methodologies	methodology	NOUN
asir-41262	41	7	represent	represent	VERB
asir-41262	41	8	a	a	DET
asir-41262	41	9	shift	shift	NOUN
asir-41262	41	10	towards	towards	ADP
asir-41262	41	11	more	more	ADV
asir-41262	41	12	dynamic	dynamic	ADJ
asir-41262	41	13	,	,	PUNCT
asir-41262	41	14	data	data	NOUN
asir-41262	41	15	-	-	PUNCT
asir-41262	41	16	driven	drive	VERB
asir-41262	41	17	approaches	approach	NOUN
asir-41262	41	18	in	in	ADP
asir-41262	41	19	environmental	environmental	ADJ
asir-41262	41	20	hazard	hazard	NOUN
asir-41262	41	21	assessment	assessment	NOUN
asir-41262	41	22	.	.	PUNCT
asir-41262	42	1	their	their	PRON
asir-41262	42	2	continued	continue	VERB
asir-41262	42	3	development	development	NOUN
asir-41262	42	4	and	and	CCONJ
asir-41262	42	5	integration	integration	NOUN
asir-41262	42	6	promise	promise	NOUN
asir-41262	42	7	to	to	PART
asir-41262	42	8	further	far	ADV
asir-41262	42	9	enhance	enhance	VERB
asir-41262	42	10	the	the	DET
asir-41262	42	11	effectiveness	effectiveness	NOUN
asir-41262	42	12	of	of	ADP
asir-41262	42	13	landslide	landslide	NOUN
asir-41262	42	14	risk	risk	NOUN
asir-41262	42	15	management	management	NOUN
asir-41262	42	16	strategies	strategy	NOUN
asir-41262	42	17	,	,	PUNCT
asir-41262	42	18	making	make	VERB
asir-41262	42	19	them	they	PRON
asir-41262	42	20	more	more	ADV
asir-41262	42	21	predictive	predictive	ADJ
asir-41262	42	22	,	,	PUNCT
asir-41262	42	23	responsive	responsive	ADJ
asir-41262	42	24	,	,	PUNCT
asir-41262	42	25	and	and	CCONJ
asir-41262	42	26	tailored	tailor	VERB
asir-41262	42	27	to	to	ADP
asir-41262	42	28	specific	specific	ADJ
asir-41262	42	29	community	community	NOUN
asir-41262	42	30	needs	need	NOUN
asir-41262	42	31	.	.	PUNCT
asir-41262	43	1	3	3	X
asir-41262	43	2	.	.	X
asir-41262	43	3	methodology	methodology	NOUN
asir-41262	43	4	3.1	3.1	NUM
asir-41262	43	5	description	description	NOUN
asir-41262	43	6	of	of	ADP
asir-41262	43	7	the	the	DET
asir-41262	43	8	study	study	NOUN
asir-41262	43	9	area	area	NOUN
asir-41262	43	10	the	the	DET
asir-41262	43	11	study	study	NOUN
asir-41262	43	12	focuses	focus	VERB
asir-41262	43	13	on	on	ADP
asir-41262	43	14	a	a	DET
asir-41262	43	15	southwestern	southwestern	ADJ
asir-41262	43	16	city	city	NOUN
asir-41262	43	17	characterized	characterize	VERB
asir-41262	43	18	by	by	ADP
asir-41262	43	19	its	its	PRON
asir-41262	43	20	complex	complex	ADJ
asir-41262	43	21	terrain	terrain	NOUN
asir-41262	43	22	,	,	PUNCT
asir-41262	43	23	which	which	PRON
asir-41262	43	24	includes	include	VERB
asir-41262	43	25	steep	steep	ADJ
asir-41262	43	26	hills	hill	NOUN
asir-41262	43	27	and	and	CCONJ
asir-41262	43	28	dense	dense	ADJ
asir-41262	43	29	urban	urban	ADJ
asir-41262	43	30	areas	area	NOUN
asir-41262	43	31	prone	prone	ADJ
asir-41262	43	32	to	to	ADP
asir-41262	43	33	landslides	landslide	NOUN
asir-41262	43	34	.	.	PUNCT
asir-41262	44	1	the	the	DET
asir-41262	44	2	region	region	NOUN
asir-41262	44	3	experiences	experience	VERB
asir-41262	44	4	a	a	DET
asir-41262	44	5	subtropical	subtropical	ADJ
asir-41262	44	6	climate	climate	NOUN
asir-41262	44	7	with	with	ADP
asir-41262	44	8	heavy	heavy	ADJ
asir-41262	44	9	seasonal	seasonal	ADJ
asir-41262	44	10	rains	rain	NOUN
asir-41262	44	11	,	,	PUNCT
asir-41262	44	12	which	which	PRON
asir-41262	44	13	significantly	significantly	ADV
asir-41262	44	14	contributes	contribute	VERB
asir-41262	44	15	to	to	ADP
asir-41262	44	16	the	the	DET
asir-41262	44	17	landslide	landslide	NOUN
asir-41262	44	18	risk	risk	NOUN
asir-41262	44	19	.	.	PUNCT
asir-41262	45	1	the	the	DET
asir-41262	45	2	geological	geological	ADJ
asir-41262	45	3	setup	setup	NOUN
asir-41262	45	4	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	45	5	applied	apply	VERB
asir-41262	45	6	science	science	NOUN
asir-41262	45	7	and	and	CCONJ
asir-41262	45	8	innovative	innovative	ADJ
asir-41262	45	9	research	research	NOUN
asir-41262	45	10	vol	vol	NOUN
asir-41262	45	11	.	.	PROPN
asir-41262	45	12	8	8	NUM
asir-41262	45	13	,	,	PUNCT
asir-41262	45	14	no	no	INTJ
asir-41262	45	15	.	.	NOUN
asir-41262	45	16	3	3	NUM
asir-41262	45	17	,	,	PUNCT
asir-41262	45	18	2024	2024	NUM
asir-41262	45	19	11	11	NUM
asir-41262	45	20	published	publish	VERB
asir-41262	45	21	by	by	ADP
asir-41262	45	22	scholink	scholink	PROPN
asir-41262	45	23	inc	inc	PROPN
asir-41262	45	24	.	.	PROPN
asir-41262	45	25	comprises	comprise	VERB
asir-41262	45	26	a	a	DET
asir-41262	45	27	mix	mix	NOUN
asir-41262	45	28	of	of	ADP
asir-41262	45	29	sedimentary	sedimentary	ADJ
asir-41262	45	30	rocks	rock	NOUN
asir-41262	45	31	and	and	CCONJ
asir-41262	45	32	loose	loose	ADJ
asir-41262	45	33	soil	soil	NOUN
asir-41262	45	34	,	,	PUNCT
asir-41262	45	35	which	which	PRON
asir-41262	45	36	are	be	AUX
asir-41262	45	37	highly	highly	ADV
asir-41262	45	38	susceptible	susceptible	ADJ
asir-41262	45	39	to	to	ADP
asir-41262	45	40	erosion	erosion	NOUN
asir-41262	45	41	.	.	PUNCT
asir-41262	46	1	the	the	DET
asir-41262	46	2	city	city	NOUN
asir-41262	46	3	's	's	PART
asir-41262	46	4	rapid	rapid	ADJ
asir-41262	46	5	urban	urban	ADJ
asir-41262	46	6	expansion	expansion	NOUN
asir-41262	46	7	has	have	AUX
asir-41262	46	8	further	far	ADV
asir-41262	46	9	complicated	complicate	VERB
asir-41262	46	10	the	the	DET
asir-41262	46	11	landscape	landscape	NOUN
asir-41262	46	12	,	,	PUNCT
asir-41262	46	13	increasing	increase	VERB
asir-41262	46	14	the	the	DET
asir-41262	46	15	vulnerability	vulnerability	NOUN
asir-41262	46	16	to	to	ADP
asir-41262	46	17	landslides	landslide	NOUN
asir-41262	46	18	due	due	ADP
asir-41262	46	19	to	to	ADP
asir-41262	46	20	altered	alter	VERB
asir-41262	46	21	drainage	drainage	NOUN
asir-41262	46	22	patterns	pattern	NOUN
asir-41262	46	23	and	and	CCONJ
asir-41262	46	24	increased	increase	VERB
asir-41262	46	25	load	load	NOUN
asir-41262	46	26	on	on	ADP
asir-41262	46	27	unstable	unstable	ADJ
asir-41262	46	28	slopes	slope	NOUN
asir-41262	46	29	.	.	PUNCT
asir-41262	47	1	3.2	3.2	NUM
asir-41262	47	2	data	datum	NOUN
asir-41262	47	3	collection	collection	NOUN
asir-41262	47	4	the	the	DET
asir-41262	47	5	data	data	NOUN
asir-41262	47	6	collection	collection	NOUN
asir-41262	47	7	for	for	ADP
asir-41262	47	8	this	this	DET
asir-41262	47	9	study	study	NOUN
asir-41262	47	10	was	be	AUX
asir-41262	47	11	comprehensive	comprehensive	ADJ
asir-41262	47	12	,	,	PUNCT
asir-41262	47	13	involving	involve	VERB
asir-41262	47	14	multiple	multiple	ADJ
asir-41262	47	15	sources	source	NOUN
asir-41262	47	16	to	to	PART
asir-41262	47	17	capture	capture	VERB
asir-41262	47	18	the	the	DET
asir-41262	47	19	diverse	diverse	ADJ
asir-41262	47	20	factors	factor	NOUN
asir-41262	47	21	influencing	influence	VERB
asir-41262	47	22	landslide	landslide	NOUN
asir-41262	47	23	vulnerability	vulnerability	NOUN
asir-41262	47	24	:	:	PUNCT
asir-41262	47	25	(	(	PUNCT
asir-41262	47	26	1	1	X
asir-41262	47	27	)	)	PUNCT
asir-41262	47	28	topographical	topographical	ADJ
asir-41262	47	29	data	datum	NOUN
asir-41262	47	30	:	:	PUNCT
asir-41262	47	31	high	high	ADJ
asir-41262	47	32	-	-	PUNCT
asir-41262	47	33	resolution	resolution	NOUN
asir-41262	47	34	digital	digital	ADJ
asir-41262	47	35	elevation	elevation	NOUN
asir-41262	47	36	models	model	NOUN
asir-41262	47	37	(	(	PUNCT
asir-41262	47	38	dems	dem	NOUN
asir-41262	47	39	)	)	PUNCT
asir-41262	47	40	were	be	AUX
asir-41262	47	41	obtained	obtain	VERB
asir-41262	47	42	from	from	ADP
asir-41262	47	43	satellite	satellite	NOUN
asir-41262	47	44	imagery	imagery	NOUN
asir-41262	47	45	to	to	PART
asir-41262	47	46	analyze	analyze	VERB
asir-41262	47	47	slope	slope	NOUN
asir-41262	47	48	gradients	gradient	NOUN
asir-41262	47	49	,	,	PUNCT
asir-41262	47	50	aspects	aspect	NOUN
asir-41262	47	51	,	,	PUNCT
asir-41262	47	52	and	and	CCONJ
asir-41262	47	53	elevation	elevation	NOUN
asir-41262	47	54	profiles	profile	NOUN
asir-41262	47	55	crucial	crucial	ADJ
asir-41262	47	56	for	for	ADP
asir-41262	47	57	identifying	identify	VERB
asir-41262	47	58	potential	potential	ADJ
asir-41262	47	59	landslide	landslide	NOUN
asir-41262	47	60	areas	area	NOUN
asir-41262	47	61	.	.	PUNCT
asir-41262	48	1	(	(	PUNCT
asir-41262	48	2	2	2	X
asir-41262	48	3	)	)	PUNCT
asir-41262	48	4	geological	geological	ADJ
asir-41262	48	5	data	datum	NOUN
asir-41262	48	6	:	:	PUNCT
asir-41262	48	7	geological	geological	ADJ
asir-41262	48	8	maps	map	NOUN
asir-41262	48	9	and	and	CCONJ
asir-41262	48	10	recent	recent	ADJ
asir-41262	48	11	geological	geological	ADJ
asir-41262	48	12	surveys	survey	NOUN
asir-41262	48	13	provided	provide	VERB
asir-41262	48	14	information	information	NOUN
asir-41262	48	15	on	on	ADP
asir-41262	48	16	soil	soil	NOUN
asir-41262	48	17	composition	composition	NOUN
asir-41262	48	18	,	,	PUNCT
asir-41262	48	19	rock	rock	NOUN
asir-41262	48	20	types	type	NOUN
asir-41262	48	21	,	,	PUNCT
asir-41262	48	22	and	and	CCONJ
asir-41262	48	23	fault	fault	VERB
asir-41262	48	24	lines	line	NOUN
asir-41262	48	25	across	across	ADP
asir-41262	48	26	the	the	DET
asir-41262	48	27	study	study	NOUN
asir-41262	48	28	area	area	NOUN
asir-41262	48	29	.	.	PUNCT
asir-41262	49	1	(	(	PUNCT
asir-41262	49	2	3	3	X
asir-41262	49	3	)	)	PUNCT
asir-41262	49	4	meteorological	meteorological	ADJ
asir-41262	49	5	data	datum	NOUN
asir-41262	49	6	:	:	PUNCT
asir-41262	49	7	historical	historical	ADJ
asir-41262	49	8	weather	weather	NOUN
asir-41262	49	9	data	datum	NOUN
asir-41262	49	10	focusing	focus	VERB
asir-41262	49	11	on	on	ADP
asir-41262	49	12	rainfall	rainfall	NOUN
asir-41262	49	13	intensity	intensity	NOUN
asir-41262	49	14	and	and	CCONJ
asir-41262	49	15	duration	duration	NOUN
asir-41262	49	16	were	be	AUX
asir-41262	49	17	collected	collect	VERB
asir-41262	49	18	from	from	ADP
asir-41262	49	19	local	local	ADJ
asir-41262	49	20	meteorological	meteorological	ADJ
asir-41262	49	21	stations	station	NOUN
asir-41262	49	22	to	to	PART
asir-41262	49	23	identify	identify	VERB
asir-41262	49	24	correlations	correlation	NOUN
asir-41262	49	25	between	between	ADP
asir-41262	49	26	weather	weather	NOUN
asir-41262	49	27	conditions	condition	NOUN
asir-41262	49	28	and	and	CCONJ
asir-41262	49	29	landslide	landslide	NOUN
asir-41262	49	30	occurrences	occurrence	NOUN
asir-41262	49	31	.	.	PUNCT
asir-41262	50	1	(	(	PUNCT
asir-41262	50	2	4	4	X
asir-41262	50	3	)	)	PUNCT
asir-41262	50	4	remote	remote	ADJ
asir-41262	50	5	sensing	sense	VERB
asir-41262	50	6	data	datum	NOUN
asir-41262	50	7	:	:	PUNCT
asir-41262	50	8	satellite	satellite	NOUN
asir-41262	50	9	images	image	NOUN
asir-41262	50	10	were	be	AUX
asir-41262	50	11	used	use	VERB
asir-41262	50	12	to	to	PART
asir-41262	50	13	assess	assess	VERB
asir-41262	50	14	changes	change	NOUN
asir-41262	50	15	in	in	ADP
asir-41262	50	16	land	land	NOUN
asir-41262	50	17	use	use	NOUN
asir-41262	50	18	,	,	PUNCT
asir-41262	50	19	vegetation	vegetation	NOUN
asir-41262	50	20	cover	cover	NOUN
asir-41262	50	21	,	,	PUNCT
asir-41262	50	22	and	and	CCONJ
asir-41262	50	23	surface	surface	NOUN
asir-41262	50	24	water	water	NOUN
asir-41262	50	25	accumulation	accumulation	NOUN
asir-41262	50	26	over	over	ADP
asir-41262	50	27	time	time	NOUN
asir-41262	50	28	.	.	PUNCT
asir-41262	51	1	(	(	PUNCT
asir-41262	51	2	5	5	X
asir-41262	51	3	)	)	PUNCT
asir-41262	51	4	socio	socio	NOUN
asir-41262	51	5	-	-	PUNCT
asir-41262	51	6	economic	economic	ADJ
asir-41262	51	7	data	datum	NOUN
asir-41262	51	8	:	:	PUNCT
asir-41262	51	9	population	population	NOUN
asir-41262	51	10	density	density	NOUN
asir-41262	51	11	and	and	CCONJ
asir-41262	51	12	infrastructure	infrastructure	NOUN
asir-41262	51	13	data	datum	NOUN
asir-41262	51	14	were	be	AUX
asir-41262	51	15	sourced	source	VERB
asir-41262	51	16	to	to	PART
asir-41262	51	17	evaluate	evaluate	VERB
asir-41262	51	18	human	human	ADJ
asir-41262	51	19	exposure	exposure	NOUN
asir-41262	51	20	and	and	CCONJ
asir-41262	51	21	potential	potential	ADJ
asir-41262	51	22	economic	economic	ADJ
asir-41262	51	23	impacts	impact	NOUN
asir-41262	51	24	of	of	ADP
asir-41262	51	25	landslides	landslide	NOUN
asir-41262	51	26	.	.	PUNCT
asir-41262	52	1	3.3	3.3	NUM
asir-41262	52	2	data	datum	NOUN
asir-41262	52	3	integration	integration	NOUN
asir-41262	52	4	techniques	technique	NOUN
asir-41262	52	5	data	datum	NOUN
asir-41262	52	6	integration	integration	NOUN
asir-41262	52	7	was	be	AUX
asir-41262	52	8	performed	perform	VERB
asir-41262	52	9	using	use	VERB
asir-41262	52	10	gis	gis	NOUN
asir-41262	52	11	platforms	platform	NOUN
asir-41262	52	12	,	,	PUNCT
asir-41262	52	13	which	which	PRON
asir-41262	52	14	allowed	allow	VERB
asir-41262	52	15	for	for	ADP
asir-41262	52	16	the	the	DET
asir-41262	52	17	layering	layering	NOUN
asir-41262	52	18	and	and	CCONJ
asir-41262	52	19	spatial	spatial	ADJ
asir-41262	52	20	analysis	analysis	NOUN
asir-41262	52	21	of	of	ADP
asir-41262	52	22	diverse	diverse	ADJ
asir-41262	52	23	datasets	dataset	NOUN
asir-41262	52	24	.	.	PUNCT
asir-41262	53	1	the	the	DET
asir-41262	53	2	integration	integration	NOUN
asir-41262	53	3	process	process	NOUN
asir-41262	53	4	involved	involve	VERB
asir-41262	53	5	:	:	PUNCT
asir-41262	53	6	(	(	PUNCT
asir-41262	53	7	1	1	X
asir-41262	53	8	)	)	PUNCT
asir-41262	53	9	spatial	spatial	ADJ
asir-41262	53	10	alignment	alignment	NOUN
asir-41262	53	11	:	:	PUNCT
asir-41262	53	12	ensuring	ensure	VERB
asir-41262	53	13	all	all	DET
asir-41262	53	14	data	datum	NOUN
asir-41262	53	15	layers	layer	NOUN
asir-41262	53	16	share	share	VERB
asir-41262	53	17	a	a	DET
asir-41262	53	18	common	common	ADJ
asir-41262	53	19	spatial	spatial	ADJ
asir-41262	53	20	reference	reference	NOUN
asir-41262	53	21	system	system	NOUN
asir-41262	53	22	for	for	ADP
asir-41262	53	23	accurate	accurate	ADJ
asir-41262	53	24	overlay	overlay	NOUN
asir-41262	53	25	and	and	CCONJ
asir-41262	53	26	comparison	comparison	NOUN
asir-41262	53	27	.	.	PUNCT
asir-41262	54	1	(	(	PUNCT
asir-41262	54	2	2	2	X
asir-41262	54	3	)	)	PUNCT
asir-41262	54	4	data	datum	NOUN
asir-41262	54	5	fusion	fusion	NOUN
asir-41262	54	6	:	:	PUNCT
asir-41262	54	7	combining	combine	VERB
asir-41262	54	8	different	different	ADJ
asir-41262	54	9	datasets	dataset	NOUN
asir-41262	54	10	,	,	PUNCT
asir-41262	54	11	such	such	ADJ
asir-41262	54	12	as	as	ADP
asir-41262	54	13	overlaying	overlay	VERB
asir-41262	54	14	meteorological	meteorological	ADJ
asir-41262	54	15	data	datum	NOUN
asir-41262	54	16	on	on	ADP
asir-41262	54	17	topographical	topographical	ADJ
asir-41262	54	18	maps	map	NOUN
asir-41262	54	19	,	,	PUNCT
asir-41262	54	20	to	to	PART
asir-41262	54	21	identify	identify	VERB
asir-41262	54	22	areas	area	NOUN
asir-41262	54	23	where	where	SCONJ
asir-41262	54	24	heavy	heavy	ADJ
asir-41262	54	25	rainfall	rainfall	NOUN
asir-41262	54	26	coincides	coincide	VERB
asir-41262	54	27	with	with	ADP
asir-41262	54	28	vulnerable	vulnerable	ADJ
asir-41262	54	29	terrains	terrain	NOUN
asir-41262	54	30	.	.	PUNCT
asir-41262	55	1	(	(	PUNCT
asir-41262	55	2	3	3	X
asir-41262	55	3	)	)	PUNCT
asir-41262	55	4	normalization	normalization	NOUN
asir-41262	55	5	:	:	PUNCT
asir-41262	55	6	standardizing	standardize	VERB
asir-41262	55	7	data	datum	NOUN
asir-41262	55	8	scales	scale	NOUN
asir-41262	55	9	to	to	PART
asir-41262	55	10	enable	enable	VERB
asir-41262	55	11	meaningful	meaningful	ADJ
asir-41262	55	12	comparisons	comparison	NOUN
asir-41262	55	13	across	across	ADP
asir-41262	55	14	different	different	ADJ
asir-41262	55	15	types	type	NOUN
asir-41262	55	16	of	of	ADP
asir-41262	55	17	data	datum	NOUN
asir-41262	55	18	,	,	PUNCT
asir-41262	55	19	such	such	ADJ
asir-41262	55	20	as	as	ADP
asir-41262	55	21	normalizing	normalize	VERB
asir-41262	55	22	rainfall	rainfall	NOUN
asir-41262	55	23	data	datum	NOUN
asir-41262	55	24	and	and	CCONJ
asir-41262	55	25	population	population	NOUN
asir-41262	55	26	density	density	NOUN
asir-41262	55	27	into	into	ADP
asir-41262	55	28	comparable	comparable	ADJ
asir-41262	55	29	risk	risk	NOUN
asir-41262	55	30	indices	index	NOUN
asir-41262	55	31	.	.	PUNCT
asir-41262	56	1	3.4	3.4	NUM
asir-41262	56	2	application	application	NOUN
asir-41262	56	3	of	of	ADP
asir-41262	56	4	ahp	ahp	PROPN
asir-41262	56	5	in	in	ADP
asir-41262	56	6	landslide	landslide	NOUN
asir-41262	56	7	vulnerability	vulnerability	NOUN
asir-41262	56	8	the	the	DET
asir-41262	56	9	analytic	analytic	ADJ
asir-41262	56	10	hierarchy	hierarchy	NOUN
asir-41262	56	11	process	process	NOUN
asir-41262	56	12	(	(	PUNCT
asir-41262	56	13	ahp	ahp	NOUN
asir-41262	56	14	)	)	PUNCT
asir-41262	56	15	was	be	AUX
asir-41262	56	16	utilized	utilize	VERB
asir-41262	56	17	to	to	PART
asir-41262	56	18	prioritize	prioritize	VERB
asir-41262	56	19	and	and	CCONJ
asir-41262	56	20	weigh	weigh	VERB
asir-41262	56	21	the	the	DET
asir-41262	56	22	relative	relative	ADJ
asir-41262	56	23	importance	importance	NOUN
asir-41262	56	24	of	of	ADP
asir-41262	56	25	the	the	DET
asir-41262	56	26	various	various	ADJ
asir-41262	56	27	risk	risk	NOUN
asir-41262	56	28	factors	factor	NOUN
asir-41262	56	29	identified	identify	VERB
asir-41262	56	30	through	through	ADP
asir-41262	56	31	data	datum	NOUN
asir-41262	56	32	integration	integration	NOUN
asir-41262	56	33	.	.	PUNCT
asir-41262	57	1	the	the	DET
asir-41262	57	2	ahp	ahp	NOUN
asir-41262	57	3	process	process	NOUN
asir-41262	57	4	involved	involve	VERB
asir-41262	57	5	the	the	DET
asir-41262	57	6	following	follow	VERB
asir-41262	57	7	steps	step	NOUN
asir-41262	57	8	:	:	PUNCT
asir-41262	57	9	(	(	PUNCT
asir-41262	57	10	1	1	X
asir-41262	57	11	)	)	PUNCT
asir-41262	57	12	development	development	NOUN
asir-41262	57	13	of	of	ADP
asir-41262	57	14	the	the	DET
asir-41262	57	15	hierarchy	hierarchy	NOUN
asir-41262	57	16	:	:	PUNCT
asir-41262	57	17	establishing	establish	VERB
asir-41262	57	18	a	a	DET
asir-41262	57	19	hierarchy	hierarchy	NOUN
asir-41262	57	20	of	of	ADP
asir-41262	57	21	factors	factor	NOUN
asir-41262	57	22	contributing	contribute	VERB
asir-41262	57	23	to	to	ADP
asir-41262	57	24	landslide	landslide	NOUN
asir-41262	57	25	risk	risk	NOUN
asir-41262	57	26	,	,	PUNCT
asir-41262	57	27	including	include	VERB
asir-41262	57	28	environmental	environmental	ADJ
asir-41262	57	29	,	,	PUNCT
asir-41262	57	30	meteorological	meteorological	ADJ
asir-41262	57	31	,	,	PUNCT
asir-41262	57	32	geological	geological	ADJ
asir-41262	57	33	,	,	PUNCT
asir-41262	57	34	and	and	CCONJ
asir-41262	57	35	socio	socio	NOUN
asir-41262	57	36	-	-	PUNCT
asir-41262	57	37	economic	economic	ADJ
asir-41262	57	38	factors	factor	NOUN
asir-41262	57	39	.	.	PUNCT
asir-41262	58	1	(	(	PUNCT
asir-41262	58	2	2	2	X
asir-41262	58	3	)	)	PUNCT
asir-41262	58	4	pairwise	pairwise	NOUN
asir-41262	58	5	comparisons	comparison	NOUN
asir-41262	58	6	:	:	PUNCT
asir-41262	58	7	conducting	conduct	VERB
asir-41262	58	8	pairwise	pairwise	NOUN
asir-41262	58	9	comparisons	comparison	NOUN
asir-41262	58	10	among	among	ADP
asir-41262	58	11	all	all	DET
asir-41262	58	12	factors	factor	NOUN
asir-41262	58	13	to	to	PART
asir-41262	58	14	assign	assign	VERB
asir-41262	58	15	relative	relative	ADJ
asir-41262	58	16	weights	weight	NOUN
asir-41262	58	17	based	base	VERB
asir-41262	58	18	on	on	ADP
asir-41262	58	19	their	their	PRON
asir-41262	58	20	perceived	perceive	VERB
asir-41262	58	21	importance	importance	NOUN
asir-41262	58	22	in	in	ADP
asir-41262	58	23	contributing	contribute	VERB
asir-41262	58	24	to	to	ADP
asir-41262	58	25	landslide	landslide	NOUN
asir-41262	58	26	vulnerability	vulnerability	NOUN
asir-41262	58	27	,	,	PUNCT
asir-41262	58	28	using	use	VERB
asir-41262	58	29	expert	expert	ADJ
asir-41262	58	30	judgments	judgment	NOUN
asir-41262	58	31	.	.	PUNCT
asir-41262	59	1	(	(	PUNCT
asir-41262	59	2	3	3	X
asir-41262	59	3	)	)	PUNCT
asir-41262	59	4	consistency	consistency	NOUN
asir-41262	59	5	check	check	NOUN
asir-41262	59	6	:	:	PUNCT
asir-41262	59	7	ensuring	ensure	VERB
asir-41262	59	8	that	that	SCONJ
asir-41262	59	9	the	the	DET
asir-41262	59	10	comparisons	comparison	NOUN
asir-41262	59	11	and	and	CCONJ
asir-41262	59	12	weight	weight	NOUN
asir-41262	59	13	assignments	assignment	NOUN
asir-41262	59	14	were	be	AUX
asir-41262	59	15	consistent	consistent	ADJ
asir-41262	59	16	across	across	ADP
asir-41262	59	17	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	59	18	applied	apply	VERB
asir-41262	59	19	science	science	NOUN
asir-41262	59	20	and	and	CCONJ
asir-41262	59	21	innovative	innovative	ADJ
asir-41262	59	22	research	research	NOUN
asir-41262	59	23	vol	vol	NOUN
asir-41262	59	24	.	.	PROPN
asir-41262	59	25	8	8	NUM
asir-41262	59	26	,	,	PUNCT
asir-41262	59	27	no	no	INTJ
asir-41262	59	28	.	.	NOUN
asir-41262	59	29	3	3	NUM
asir-41262	59	30	,	,	PUNCT
asir-41262	59	31	2024	2024	NUM
asir-41262	59	32	12	12	NUM
asir-41262	59	33	published	publish	VERB
asir-41262	59	34	by	by	ADP
asir-41262	59	35	scholink	scholink	PROPN
asir-41262	59	36	inc	inc	PROPN
asir-41262	59	37	.	.	PUNCT
asir-41262	60	1	the	the	DET
asir-41262	60	2	hierarchy	hierarchy	NOUN
asir-41262	60	3	to	to	PART
asir-41262	60	4	maintain	maintain	VERB
asir-41262	60	5	the	the	DET
asir-41262	60	6	reliability	reliability	NOUN
asir-41262	60	7	of	of	ADP
asir-41262	60	8	the	the	DET
asir-41262	60	9	analysis	analysis	NOUN
asir-41262	60	10	.	.	PUNCT
asir-41262	61	1	(	(	PUNCT
asir-41262	61	2	4	4	X
asir-41262	61	3	)	)	PUNCT
asir-41262	61	4	aggregation	aggregation	NOUN
asir-41262	61	5	of	of	ADP
asir-41262	61	6	priorities	priority	NOUN
asir-41262	61	7	:	:	PUNCT
asir-41262	61	8	combining	combine	VERB
asir-41262	61	9	the	the	DET
asir-41262	61	10	weighted	weight	VERB
asir-41262	61	11	factors	factor	NOUN
asir-41262	61	12	to	to	PART
asir-41262	61	13	calculate	calculate	VERB
asir-41262	61	14	a	a	DET
asir-41262	61	15	composite	composite	ADJ
asir-41262	61	16	score	score	NOUN
asir-41262	61	17	for	for	ADP
asir-41262	61	18	each	each	DET
asir-41262	61	19	area	area	NOUN
asir-41262	61	20	within	within	ADP
asir-41262	61	21	the	the	DET
asir-41262	61	22	study	study	NOUN
asir-41262	61	23	region	region	NOUN
asir-41262	61	24	,	,	PUNCT
asir-41262	61	25	representing	represent	VERB
asir-41262	61	26	its	its	PRON
asir-41262	61	27	overall	overall	ADJ
asir-41262	61	28	vulnerability	vulnerability	NOUN
asir-41262	61	29	to	to	ADP
asir-41262	61	30	landslides	landslide	NOUN
asir-41262	61	31	.	.	PUNCT
asir-41262	62	1	the	the	DET
asir-41262	62	2	application	application	NOUN
asir-41262	62	3	of	of	ADP
asir-41262	62	4	ahp	ahp	PROPN
asir-41262	62	5	provided	provide	VERB
asir-41262	62	6	a	a	DET
asir-41262	62	7	structured	structured	ADJ
asir-41262	62	8	and	and	CCONJ
asir-41262	62	9	quantifiable	quantifiable	ADJ
asir-41262	62	10	approach	approach	NOUN
asir-41262	62	11	to	to	ADP
asir-41262	62	12	assessing	assess	VERB
asir-41262	62	13	landslide	landslide	NOUN
asir-41262	62	14	vulnerability	vulnerability	NOUN
asir-41262	62	15	,	,	PUNCT
asir-41262	62	16	allowing	allow	VERB
asir-41262	62	17	for	for	ADP
asir-41262	62	18	the	the	DET
asir-41262	62	19	integration	integration	NOUN
asir-41262	62	20	of	of	ADP
asir-41262	62	21	subjective	subjective	ADJ
asir-41262	62	22	expert	expert	ADJ
asir-41262	62	23	judgments	judgment	NOUN
asir-41262	62	24	with	with	ADP
asir-41262	62	25	objective	objective	ADJ
asir-41262	62	26	data	datum	NOUN
asir-41262	62	27	analyses	analysis	NOUN
asir-41262	62	28	.	.	PUNCT
asir-41262	63	1	this	this	DET
asir-41262	63	2	methodology	methodology	NOUN
asir-41262	63	3	ensured	ensure	VERB
asir-41262	63	4	that	that	SCONJ
asir-41262	63	5	the	the	DET
asir-41262	63	6	resulting	result	VERB
asir-41262	63	7	vulnerability	vulnerability	NOUN
asir-41262	63	8	assessment	assessment	NOUN
asir-41262	63	9	was	be	AUX
asir-41262	63	10	both	both	CCONJ
asir-41262	63	11	comprehensive	comprehensive	ADJ
asir-41262	63	12	and	and	CCONJ
asir-41262	63	13	tailored	tailor	VERB
asir-41262	63	14	to	to	ADP
asir-41262	63	15	the	the	DET
asir-41262	63	16	specific	specific	ADJ
asir-41262	63	17	conditions	condition	NOUN
asir-41262	63	18	of	of	ADP
asir-41262	63	19	the	the	DET
asir-41262	63	20	study	study	NOUN
asir-41262	63	21	area	area	NOUN
asir-41262	63	22	.	.	PUNCT
asir-41262	64	1	3.5	3.5	NUM
asir-41262	64	2	machine	machine	NOUN
asir-41262	64	3	learning	learning	NOUN
asir-41262	64	4	models	model	NOUN
asir-41262	64	5	used	use	VERB
asir-41262	64	6	to	to	PART
asir-41262	64	7	enhance	enhance	VERB
asir-41262	64	8	the	the	DET
asir-41262	64	9	predictive	predictive	ADJ
asir-41262	64	10	accuracy	accuracy	NOUN
asir-41262	64	11	and	and	CCONJ
asir-41262	64	12	efficiency	efficiency	NOUN
asir-41262	64	13	of	of	ADP
asir-41262	64	14	landslide	landslide	NOUN
asir-41262	64	15	vulnerability	vulnerability	NOUN
asir-41262	64	16	assessment	assessment	NOUN
asir-41262	64	17	,	,	PUNCT
asir-41262	64	18	this	this	DET
asir-41262	64	19	study	study	NOUN
asir-41262	64	20	employs	employ	VERB
asir-41262	64	21	various	various	ADJ
asir-41262	64	22	machine	machine	NOUN
asir-41262	64	23	learning	learning	NOUN
asir-41262	64	24	models	model	NOUN
asir-41262	64	25	.	.	PUNCT
asir-41262	65	1	these	these	DET
asir-41262	65	2	models	model	NOUN
asir-41262	65	3	are	be	AUX
asir-41262	65	4	utilized	utilize	VERB
asir-41262	65	5	to	to	PART
asir-41262	65	6	analyze	analyze	VERB
asir-41262	65	7	patterns	pattern	NOUN
asir-41262	65	8	in	in	ADP
asir-41262	65	9	the	the	DET
asir-41262	65	10	integrated	integrate	VERB
asir-41262	65	11	data	data	NOUN
asir-41262	65	12	sets	set	NOUN
asir-41262	65	13	,	,	PUNCT
asir-41262	65	14	predict	predict	VERB
asir-41262	65	15	potential	potential	ADJ
asir-41262	65	16	landslide	landslide	NOUN
asir-41262	65	17	events	event	NOUN
asir-41262	65	18	,	,	PUNCT
asir-41262	65	19	and	and	CCONJ
asir-41262	65	20	assess	assess	VERB
asir-41262	65	21	the	the	DET
asir-41262	65	22	vulnerability	vulnerability	NOUN
asir-41262	65	23	of	of	ADP
asir-41262	65	24	different	different	ADJ
asir-41262	65	25	areas	area	NOUN
asir-41262	65	26	within	within	ADP
asir-41262	65	27	the	the	DET
asir-41262	65	28	study	study	NOUN
asir-41262	65	29	region	region	NOUN
asir-41262	65	30	.	.	PUNCT
asir-41262	66	1	3.5.1	3.5.1	NUM
asir-41262	66	2	preprocessing	preprocessing	NOUN
asir-41262	66	3	and	and	CCONJ
asir-41262	66	4	feature	feature	NOUN
asir-41262	66	5	selection	selection	NOUN
asir-41262	66	6	before	before	ADP
asir-41262	66	7	applying	apply	VERB
asir-41262	66	8	machine	machine	NOUN
asir-41262	66	9	learning	learning	NOUN
asir-41262	66	10	techniques	technique	NOUN
asir-41262	66	11	,	,	PUNCT
asir-41262	66	12	data	datum	NOUN
asir-41262	66	13	from	from	ADP
asir-41262	66	14	multiple	multiple	ADJ
asir-41262	66	15	sources	source	NOUN
asir-41262	66	16	undergoes	undergo	VERB
asir-41262	66	17	preprocessing	preprocesse	VERB
asir-41262	66	18	to	to	PART
asir-41262	66	19	ensure	ensure	VERB
asir-41262	66	20	consistency	consistency	NOUN
asir-41262	66	21	and	and	CCONJ
asir-41262	66	22	reliability	reliability	NOUN
asir-41262	66	23	.	.	PUNCT
asir-41262	67	1	this	this	PRON
asir-41262	67	2	includes	include	VERB
asir-41262	67	3	normalization	normalization	NOUN
asir-41262	67	4	of	of	ADP
asir-41262	67	5	scale	scale	NOUN
asir-41262	67	6	,	,	PUNCT
asir-41262	67	7	handling	handle	VERB
asir-41262	67	8	missing	miss	VERB
asir-41262	67	9	values	value	NOUN
asir-41262	67	10	,	,	PUNCT
asir-41262	67	11	and	and	CCONJ
asir-41262	67	12	feature	feature	NOUN
asir-41262	67	13	selection	selection	NOUN
asir-41262	67	14	to	to	PART
asir-41262	67	15	identify	identify	VERB
asir-41262	67	16	the	the	DET
asir-41262	67	17	most	most	ADV
asir-41262	67	18	relevant	relevant	ADJ
asir-41262	67	19	variables	variable	NOUN
asir-41262	67	20	that	that	PRON
asir-41262	67	21	influence	influence	NOUN
asir-41262	67	22	landslide	landslide	NOUN
asir-41262	67	23	occurrences	occurrence	NOUN
asir-41262	67	24	.	.	PUNCT
asir-41262	68	1	the	the	DET
asir-41262	68	2	selected	select	VERB
asir-41262	68	3	features	feature	NOUN
asir-41262	68	4	include	include	VERB
asir-41262	68	5	topographical	topographical	ADJ
asir-41262	68	6	data	datum	NOUN
asir-41262	68	7	such	such	ADJ
asir-41262	68	8	as	as	ADP
asir-41262	68	9	slope	slope	NOUN
asir-41262	68	10	and	and	CCONJ
asir-41262	68	11	elevation	elevation	NOUN
asir-41262	68	12	,	,	PUNCT
asir-41262	68	13	geological	geological	ADJ
asir-41262	68	14	characteristics	characteristic	NOUN
asir-41262	68	15	like	like	ADP
asir-41262	68	16	soil	soil	NOUN
asir-41262	68	17	type	type	NOUN
asir-41262	68	18	and	and	CCONJ
asir-41262	68	19	rock	rock	NOUN
asir-41262	68	20	stratification	stratification	NOUN
asir-41262	68	21	,	,	PUNCT
asir-41262	68	22	and	and	CCONJ
asir-41262	68	23	temporal	temporal	ADJ
asir-41262	68	24	data	datum	NOUN
asir-41262	68	25	such	such	ADJ
asir-41262	68	26	as	as	ADP
asir-41262	68	27	rainfall	rainfall	NOUN
asir-41262	68	28	intensity	intensity	NOUN
asir-41262	68	29	and	and	CCONJ
asir-41262	68	30	historical	historical	ADJ
asir-41262	68	31	landslide	landslide	NOUN
asir-41262	68	32	occurrences	occurrence	NOUN
asir-41262	68	33	.	.	PUNCT
asir-41262	69	1	3.5.2	3.5.2	NUM
asir-41262	69	2	machine	machine	NOUN
asir-41262	69	3	learning	learn	VERB
asir-41262	69	4	techniques	technique	NOUN
asir-41262	69	5	applied	apply	VERB
asir-41262	69	6	several	several	ADJ
asir-41262	69	7	machine	machine	NOUN
asir-41262	69	8	learning	learning	NOUN
asir-41262	69	9	models	model	NOUN
asir-41262	69	10	are	be	AUX
asir-41262	69	11	tested	test	VERB
asir-41262	69	12	and	and	CCONJ
asir-41262	69	13	compared	compare	VERB
asir-41262	69	14	to	to	PART
asir-41262	69	15	determine	determine	VERB
asir-41262	69	16	their	their	PRON
asir-41262	69	17	suitability	suitability	NOUN
asir-41262	69	18	for	for	ADP
asir-41262	69	19	the	the	DET
asir-41262	69	20	task	task	NOUN
asir-41262	69	21	:	:	PUNCT
asir-41262	69	22	(	(	PUNCT
asir-41262	69	23	1	1	X
asir-41262	69	24	)	)	PUNCT
asir-41262	69	25	decision	decision	NOUN
asir-41262	69	26	trees	tree	NOUN
asir-41262	69	27	and	and	CCONJ
asir-41262	69	28	random	random	ADJ
asir-41262	69	29	forests	forest	NOUN
asir-41262	69	30	:	:	PUNCT
asir-41262	69	31	these	these	DET
asir-41262	69	32	models	model	NOUN
asir-41262	69	33	are	be	AUX
asir-41262	69	34	used	use	VERB
asir-41262	69	35	for	for	ADP
asir-41262	69	36	their	their	PRON
asir-41262	69	37	ability	ability	NOUN
asir-41262	69	38	to	to	PART
asir-41262	69	39	handle	handle	VERB
asir-41262	69	40	nonlinear	nonlinear	ADJ
asir-41262	69	41	relationships	relationship	NOUN
asir-41262	69	42	and	and	CCONJ
asir-41262	69	43	their	their	PRON
asir-41262	69	44	importance	importance	NOUN
asir-41262	69	45	in	in	ADP
asir-41262	69	46	feature	feature	NOUN
asir-41262	69	47	ranking	rank	VERB
asir-41262	69	48	,	,	PUNCT
asir-41262	69	49	providing	provide	VERB
asir-41262	69	50	insights	insight	NOUN
asir-41262	69	51	into	into	ADP
asir-41262	69	52	the	the	DET
asir-41262	69	53	most	most	ADV
asir-41262	69	54	critical	critical	ADJ
asir-41262	69	55	predictors	predictor	NOUN
asir-41262	69	56	of	of	ADP
asir-41262	69	57	landslides	landslide	NOUN
asir-41262	69	58	.	.	PUNCT
asir-41262	70	1	(	(	PUNCT
asir-41262	70	2	2	2	X
asir-41262	70	3	)	)	PUNCT
asir-41262	70	4	support	support	NOUN
asir-41262	70	5	vector	vector	NOUN
asir-41262	70	6	machines	machine	NOUN
asir-41262	70	7	(	(	PUNCT
asir-41262	70	8	svm	svm	PROPN
asir-41262	70	9	):	):	PUNCT
asir-41262	70	10	svm	svm	PROPN
asir-41262	70	11	is	be	AUX
asir-41262	70	12	applied	apply	VERB
asir-41262	70	13	due	due	ADP
asir-41262	70	14	to	to	ADP
asir-41262	70	15	its	its	PRON
asir-41262	70	16	effectiveness	effectiveness	NOUN
asir-41262	70	17	in	in	ADP
asir-41262	70	18	classification	classification	NOUN
asir-41262	70	19	tasks	task	NOUN
asir-41262	70	20	,	,	PUNCT
asir-41262	70	21	especially	especially	ADV
asir-41262	70	22	in	in	ADP
asir-41262	70	23	high	high	ADJ
asir-41262	70	24	-	-	PUNCT
asir-41262	70	25	dimensional	dimensional	ADJ
asir-41262	70	26	spaces	space	NOUN
asir-41262	70	27	,	,	PUNCT
asir-41262	70	28	which	which	PRON
asir-41262	70	29	is	be	AUX
asir-41262	70	30	typical	typical	ADJ
asir-41262	70	31	in	in	ADP
asir-41262	70	32	geo	geo	PROPN
asir-41262	70	33	-	-	PUNCT
asir-41262	70	34	spatial	spatial	ADJ
asir-41262	70	35	analyses	analysis	NOUN
asir-41262	70	36	.	.	PUNCT
asir-41262	71	1	(	(	PUNCT
asir-41262	71	2	3	3	X
asir-41262	71	3	)	)	PUNCT
asir-41262	71	4	neural	neural	ADJ
asir-41262	71	5	networks	network	NOUN
asir-41262	71	6	:	:	PUNCT
asir-41262	71	7	given	give	VERB
asir-41262	71	8	their	their	PRON
asir-41262	71	9	capacity	capacity	NOUN
asir-41262	71	10	to	to	PART
asir-41262	71	11	model	model	VERB
asir-41262	71	12	complex	complex	ADJ
asir-41262	71	13	patterns	pattern	NOUN
asir-41262	71	14	and	and	CCONJ
asir-41262	71	15	interactions	interaction	NOUN
asir-41262	71	16	,	,	PUNCT
asir-41262	71	17	neural	neural	ADJ
asir-41262	71	18	networks	network	NOUN
asir-41262	71	19	are	be	AUX
asir-41262	71	20	utilized	utilize	VERB
asir-41262	71	21	to	to	PART
asir-41262	71	22	assess	assess	VERB
asir-41262	71	23	the	the	DET
asir-41262	71	24	combined	combined	ADJ
asir-41262	71	25	effect	effect	NOUN
asir-41262	71	26	of	of	ADP
asir-41262	71	27	multiple	multiple	ADJ
asir-41262	71	28	variables	variable	NOUN
asir-41262	71	29	on	on	ADP
asir-41262	71	30	landslide	landslide	NOUN
asir-41262	71	31	susceptibility	susceptibility	NOUN
asir-41262	71	32	.	.	PUNCT
asir-41262	72	1	3.5.3	3.5.3	NUM
asir-41262	72	2	model	model	NOUN
asir-41262	72	3	training	training	NOUN
asir-41262	72	4	and	and	CCONJ
asir-41262	72	5	validation	validation	NOUN
asir-41262	72	6	the	the	DET
asir-41262	72	7	models	model	NOUN
asir-41262	72	8	are	be	AUX
asir-41262	72	9	trained	train	VERB
asir-41262	72	10	on	on	ADP
asir-41262	72	11	historical	historical	ADJ
asir-41262	72	12	data	datum	NOUN
asir-41262	72	13	,	,	PUNCT
asir-41262	72	14	which	which	PRON
asir-41262	72	15	includes	include	VERB
asir-41262	72	16	records	record	NOUN
asir-41262	72	17	of	of	ADP
asir-41262	72	18	past	past	ADJ
asir-41262	72	19	landslides	landslide	NOUN
asir-41262	72	20	and	and	CCONJ
asir-41262	72	21	their	their	PRON
asir-41262	72	22	corresponding	corresponding	ADJ
asir-41262	72	23	environmental	environmental	ADJ
asir-41262	72	24	conditions	condition	NOUN
asir-41262	72	25	.	.	PUNCT
asir-41262	73	1	cross	cross	ADJ
asir-41262	73	2	-	-	ADJ
asir-41262	73	3	validation	validation	ADJ
asir-41262	73	4	techniques	technique	NOUN
asir-41262	73	5	are	be	AUX
asir-41262	73	6	employed	employ	VERB
asir-41262	73	7	to	to	PART
asir-41262	73	8	ensure	ensure	VERB
asir-41262	73	9	the	the	DET
asir-41262	73	10	models	model	NOUN
asir-41262	73	11	'	'	PART
asir-41262	73	12	robustness	robustness	NOUN
asir-41262	73	13	and	and	CCONJ
asir-41262	73	14	to	to	PART
asir-41262	73	15	prevent	prevent	VERB
asir-41262	73	16	overfitting	overfitting	NOUN
asir-41262	73	17	.	.	PUNCT
asir-41262	74	1	the	the	DET
asir-41262	74	2	performance	performance	NOUN
asir-41262	74	3	of	of	ADP
asir-41262	74	4	each	each	DET
asir-41262	74	5	model	model	NOUN
asir-41262	74	6	is	be	AUX
asir-41262	74	7	measured	measure	VERB
asir-41262	74	8	based	base	VERB
asir-41262	74	9	on	on	ADP
asir-41262	74	10	its	its	PRON
asir-41262	74	11	accuracy	accuracy	NOUN
asir-41262	74	12	,	,	PUNCT
asir-41262	74	13	precision	precision	NOUN
asir-41262	74	14	,	,	PUNCT
asir-41262	74	15	recall	recall	NOUN
asir-41262	74	16	,	,	PUNCT
asir-41262	74	17	and	and	CCONJ
asir-41262	74	18	f1	f1	NOUN
asir-41262	74	19	score	score	NOUN
asir-41262	74	20	in	in	ADP
asir-41262	74	21	predicting	predict	VERB
asir-41262	74	22	landslide	landslide	NOUN
asir-41262	74	23	-	-	PUNCT
asir-41262	74	24	prone	prone	ADJ
asir-41262	74	25	areas	area	NOUN
asir-41262	74	26	.	.	PUNCT
asir-41262	75	1	3.5.4	3.5.4	NUM
asir-41262	75	2	integration	integration	NOUN
asir-41262	75	3	with	with	ADP
asir-41262	75	4	gis	gis	PROPN
asir-41262	75	5	and	and	CCONJ
asir-41262	75	6	ahp	ahp	PROPN
asir-41262	75	7	the	the	DET
asir-41262	75	8	outputs	output	NOUN
asir-41262	75	9	of	of	ADP
asir-41262	75	10	the	the	DET
asir-41262	75	11	machine	machine	NOUN
asir-41262	75	12	learning	learning	NOUN
asir-41262	75	13	models	model	NOUN
asir-41262	75	14	are	be	AUX
asir-41262	75	15	integrated	integrate	VERB
asir-41262	75	16	into	into	ADP
asir-41262	75	17	the	the	DET
asir-41262	75	18	gis	gis	PROPN
asir-41262	75	19	environment	environment	NOUN
asir-41262	75	20	.	.	PUNCT
asir-41262	76	1	this	this	DET
asir-41262	76	2	integration	integration	NOUN
asir-41262	76	3	allows	allow	VERB
asir-41262	76	4	for	for	ADP
asir-41262	76	5	the	the	DET
asir-41262	76	6	spatial	spatial	ADJ
asir-41262	76	7	representation	representation	NOUN
asir-41262	76	8	of	of	ADP
asir-41262	76	9	the	the	DET
asir-41262	76	10	models	model	NOUN
asir-41262	76	11	'	'	PART
asir-41262	76	12	predictions	prediction	NOUN
asir-41262	76	13	,	,	PUNCT
asir-41262	76	14	enhancing	enhance	VERB
asir-41262	76	15	the	the	DET
asir-41262	76	16	interpretability	interpretability	NOUN
asir-41262	76	17	of	of	ADP
asir-41262	76	18	the	the	DET
asir-41262	76	19	results	result	NOUN
asir-41262	76	20	.	.	PUNCT
asir-41262	77	1	additionally	additionally	ADV
asir-41262	77	2	,	,	PUNCT
asir-41262	77	3	the	the	DET
asir-41262	77	4	analytic	analytic	ADJ
asir-41262	77	5	hierarchy	hierarchy	NOUN
asir-41262	77	6	process	process	NOUN
asir-41262	77	7	(	(	PUNCT
asir-41262	77	8	ahp	ahp	NOUN
asir-41262	77	9	)	)	PUNCT
asir-41262	77	10	is	be	AUX
asir-41262	77	11	used	use	VERB
asir-41262	77	12	to	to	PART
asir-41262	77	13	weigh	weigh	VERB
asir-41262	77	14	the	the	DET
asir-41262	77	15	outputs	output	NOUN
asir-41262	77	16	based	base	VERB
asir-41262	77	17	on	on	ADP
asir-41262	77	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	77	19	applied	apply	VERB
asir-41262	77	20	science	science	NOUN
asir-41262	77	21	and	and	CCONJ
asir-41262	77	22	innovative	innovative	ADJ
asir-41262	77	23	research	research	NOUN
asir-41262	77	24	vol	vol	NOUN
asir-41262	77	25	.	.	PROPN
asir-41262	78	1	8	8	NUM
asir-41262	78	2	,	,	PUNCT
asir-41262	78	3	no	no	INTJ
asir-41262	78	4	.	.	NOUN
asir-41262	78	5	3	3	NUM
asir-41262	78	6	,	,	PUNCT
asir-41262	78	7	2024	2024	NUM
asir-41262	78	8	13	13	NUM
asir-41262	78	9	published	publish	VERB
asir-41262	78	10	by	by	ADP
asir-41262	78	11	scholink	scholink	PROPN
asir-41262	78	12	inc	inc	PROPN
asir-41262	78	13	.	.	PROPN
asir-41262	78	14	expert	expert	ADJ
asir-41262	78	15	opinions	opinion	NOUN
asir-41262	78	16	and	and	CCONJ
asir-41262	78	17	local	local	ADJ
asir-41262	78	18	relevance	relevance	NOUN
asir-41262	78	19	,	,	PUNCT
asir-41262	78	20	ensuring	ensure	VERB
asir-41262	78	21	that	that	SCONJ
asir-41262	78	22	the	the	DET
asir-41262	78	23	final	final	ADJ
asir-41262	78	24	vulnerability	vulnerability	NOUN
asir-41262	78	25	assessment	assessment	NOUN
asir-41262	78	26	aligns	align	VERB
asir-41262	78	27	with	with	ADP
asir-41262	78	28	regional	regional	ADJ
asir-41262	78	29	priorities	priority	NOUN
asir-41262	78	30	and	and	CCONJ
asir-41262	78	31	conditions	condition	NOUN
asir-41262	78	32	.	.	PUNCT
asir-41262	79	1	figure	figure	NOUN
asir-41262	79	2	1	1	NUM
asir-41262	79	3	.	.	PUNCT
asir-41262	80	1	integration	integration	NOUN
asir-41262	80	2	of	of	ADP
asir-41262	80	3	multi	multi	ADJ
asir-41262	80	4	-	-	ADJ
asir-41262	80	5	source	source	NOUN
asir-41262	80	6	data	datum	NOUN
asir-41262	80	7	for	for	ADP
asir-41262	80	8	landslide	landslide	NOUN
asir-41262	80	9	vulnerability	vulnerability	NOUN
asir-41262	80	10	assessment	assessment	NOUN
asir-41262	80	11	figure	figure	NOUN
asir-41262	80	12	1	1	NUM
asir-41262	80	13	effectively	effectively	ADV
asir-41262	80	14	illustrates	illustrate	VERB
asir-41262	80	15	how	how	SCONJ
asir-41262	80	16	various	various	ADJ
asir-41262	80	17	data	datum	NOUN
asir-41262	80	18	sources	source	NOUN
asir-41262	80	19	are	be	AUX
asir-41262	80	20	processed	process	VERB
asir-41262	80	21	through	through	ADP
asir-41262	80	22	machine	machine	NOUN
asir-41262	80	23	learning	learn	VERB
asir-41262	80	24	techniques	technique	NOUN
asir-41262	80	25	and	and	CCONJ
asir-41262	80	26	ahp	ahp	PROPN
asir-41262	80	27	to	to	PART
asir-41262	80	28	enhance	enhance	VERB
asir-41262	80	29	the	the	DET
asir-41262	80	30	accuracy	accuracy	NOUN
asir-41262	80	31	and	and	CCONJ
asir-41262	80	32	applicability	applicability	NOUN
asir-41262	80	33	of	of	ADP
asir-41262	80	34	the	the	DET
asir-41262	80	35	landslide	landslide	NOUN
asir-41262	80	36	vulnerability	vulnerability	NOUN
asir-41262	80	37	assessment	assessment	NOUN
asir-41262	80	38	.	.	PUNCT
asir-41262	81	1	following	follow	VERB
asir-41262	81	2	the	the	DET
asir-41262	81	3	methodology	methodology	NOUN
asir-41262	81	4	illustrated	illustrate	VERB
asir-41262	81	5	in	in	ADP
asir-41262	81	6	figure	figure	NOUN
asir-41262	81	7	1	1	NUM
asir-41262	81	8	,	,	PUNCT
asir-41262	81	9	the	the	DET
asir-41262	81	10	refined	refined	ADJ
asir-41262	81	11	data	data	NOUN
asir-41262	81	12	is	be	AUX
asir-41262	81	13	utilized	utilize	VERB
asir-41262	81	14	to	to	PART
asir-41262	81	15	create	create	VERB
asir-41262	81	16	detailed	detailed	ADJ
asir-41262	81	17	vulnerability	vulnerability	NOUN
asir-41262	81	18	maps	map	NOUN
asir-41262	81	19	that	that	PRON
asir-41262	81	20	are	be	AUX
asir-41262	81	21	disseminated	disseminate	VERB
asir-41262	81	22	to	to	ADP
asir-41262	81	23	local	local	ADJ
asir-41262	81	24	authorities	authority	NOUN
asir-41262	81	25	and	and	CCONJ
asir-41262	81	26	stakeholders	stakeholder	NOUN
asir-41262	81	27	.	.	PUNCT
asir-41262	82	1	these	these	DET
asir-41262	82	2	maps	map	NOUN
asir-41262	82	3	serve	serve	VERB
asir-41262	82	4	as	as	ADP
asir-41262	82	5	a	a	DET
asir-41262	82	6	crucial	crucial	ADJ
asir-41262	82	7	tool	tool	NOUN
asir-41262	82	8	for	for	ADP
asir-41262	82	9	disaster	disaster	NOUN
asir-41262	82	10	preparedness	preparedness	NOUN
asir-41262	82	11	and	and	CCONJ
asir-41262	82	12	mitigation	mitigation	NOUN
asir-41262	82	13	planning	planning	NOUN
asir-41262	82	14	,	,	PUNCT
asir-41262	82	15	enabling	enable	VERB
asir-41262	82	16	targeted	target	VERB
asir-41262	82	17	interventions	intervention	NOUN
asir-41262	82	18	in	in	ADP
asir-41262	82	19	the	the	DET
asir-41262	82	20	most	most	ADV
asir-41262	82	21	vulnerable	vulnerable	ADJ
asir-41262	82	22	areas	area	NOUN
asir-41262	82	23	.	.	PUNCT
asir-41262	83	1	additionally	additionally	ADV
asir-41262	83	2	,	,	PUNCT
asir-41262	83	3	the	the	DET
asir-41262	83	4	insights	insight	NOUN
asir-41262	83	5	gained	gain	VERB
asir-41262	83	6	from	from	ADP
asir-41262	83	7	the	the	DET
asir-41262	83	8	machine	machine	NOUN
asir-41262	83	9	learning	learn	VERB
asir-41262	83	10	analysis	analysis	NOUN
asir-41262	83	11	contribute	contribute	VERB
asir-41262	83	12	to	to	ADP
asir-41262	83	13	ongoing	ongoing	ADJ
asir-41262	83	14	efforts	effort	NOUN
asir-41262	83	15	to	to	PART
asir-41262	83	16	improve	improve	VERB
asir-41262	83	17	data	data	NOUN
asir-41262	83	18	collection	collection	NOUN
asir-41262	83	19	and	and	CCONJ
asir-41262	83	20	modeling	modeling	NOUN
asir-41262	83	21	techniques	technique	NOUN
asir-41262	83	22	,	,	PUNCT
asir-41262	83	23	fostering	foster	VERB
asir-41262	83	24	a	a	DET
asir-41262	83	25	dynamic	dynamic	ADJ
asir-41262	83	26	approach	approach	NOUN
asir-41262	83	27	to	to	ADP
asir-41262	83	28	disaster	disaster	NOUN
asir-41262	83	29	risk	risk	NOUN
asir-41262	83	30	management	management	NOUN
asir-41262	83	31	that	that	PRON
asir-41262	83	32	evolves	evolve	VERB
asir-41262	83	33	in	in	ADP
asir-41262	83	34	response	response	NOUN
asir-41262	83	35	to	to	ADP
asir-41262	83	36	new	new	ADJ
asir-41262	83	37	data	datum	NOUN
asir-41262	83	38	and	and	CCONJ
asir-41262	83	39	changing	change	VERB
asir-41262	83	40	environmental	environmental	ADJ
asir-41262	83	41	conditions	condition	NOUN
asir-41262	83	42	.	.	PUNCT
asir-41262	84	1	4	4	X
asir-41262	84	2	.	.	NOUN
asir-41262	84	3	results	result	VERB
asir-41262	84	4	4.1	4.1	NUM
asir-41262	84	5	data	datum	NOUN
asir-41262	84	6	analysis	analysis	NOUN
asir-41262	84	7	and	and	CCONJ
asir-41262	84	8	findings	finding	VERB
asir-41262	84	9	the	the	DET
asir-41262	84	10	comprehensive	comprehensive	ADJ
asir-41262	84	11	integration	integration	NOUN
asir-41262	84	12	and	and	CCONJ
asir-41262	84	13	analysis	analysis	NOUN
asir-41262	84	14	of	of	ADP
asir-41262	84	15	multi	multi	ADJ
asir-41262	84	16	-	-	ADJ
asir-41262	84	17	source	source	NOUN
asir-41262	84	18	data	datum	NOUN
asir-41262	84	19	using	use	VERB
asir-41262	84	20	advanced	advanced	ADJ
asir-41262	84	21	machine	machine	NOUN
asir-41262	84	22	learning	learning	NOUN
asir-41262	84	23	models	model	NOUN
asir-41262	84	24	have	have	AUX
asir-41262	84	25	yielded	yield	VERB
asir-41262	84	26	significant	significant	ADJ
asir-41262	84	27	insights	insight	NOUN
asir-41262	84	28	into	into	ADP
asir-41262	84	29	the	the	DET
asir-41262	84	30	factors	factor	NOUN
asir-41262	84	31	contributing	contribute	VERB
asir-41262	84	32	to	to	ADP
asir-41262	84	33	landslide	landslide	NOUN
asir-41262	84	34	vulnerability	vulnerability	NOUN
asir-41262	84	35	in	in	ADP
asir-41262	84	36	the	the	DET
asir-41262	84	37	study	study	NOUN
asir-41262	84	38	area	area	NOUN
asir-41262	84	39	.	.	PUNCT
asir-41262	85	1	the	the	DET
asir-41262	85	2	key	key	ADJ
asir-41262	85	3	findings	finding	NOUN
asir-41262	85	4	from	from	ADP
asir-41262	85	5	the	the	DET
asir-41262	85	6	data	datum	NOUN
asir-41262	85	7	analysis	analysis	NOUN
asir-41262	85	8	are	be	AUX
asir-41262	85	9	as	as	SCONJ
asir-41262	85	10	follows	follow	VERB
asir-41262	85	11	:	:	PUNCT
asir-41262	85	12	(	(	PUNCT
asir-41262	85	13	1	1	X
asir-41262	85	14	)	)	PUNCT
asir-41262	85	15	spatial	spatial	ADJ
asir-41262	85	16	patterns	pattern	NOUN
asir-41262	85	17	of	of	ADP
asir-41262	85	18	risk	risk	NOUN
asir-41262	85	19	:	:	PUNCT
asir-41262	85	20	the	the	DET
asir-41262	85	21	analysis	analysis	NOUN
asir-41262	85	22	identified	identify	VERB
asir-41262	85	23	specific	specific	ADJ
asir-41262	85	24	areas	area	NOUN
asir-41262	85	25	with	with	ADP
asir-41262	85	26	heightened	heightened	ADJ
asir-41262	85	27	susceptibility	susceptibility	NOUN
asir-41262	85	28	to	to	ADP
asir-41262	85	29	landslides	landslide	NOUN
asir-41262	85	30	,	,	PUNCT
asir-41262	85	31	primarily	primarily	ADV
asir-41262	85	32	characterized	characterize	VERB
asir-41262	85	33	by	by	ADP
asir-41262	85	34	steep	steep	ADJ
asir-41262	85	35	slopes	slope	NOUN
asir-41262	85	36	,	,	PUNCT
asir-41262	85	37	poor	poor	ADJ
asir-41262	85	38	soil	soil	NOUN
asir-41262	85	39	cohesion	cohesion	NOUN
asir-41262	85	40	,	,	PUNCT
asir-41262	85	41	and	and	CCONJ
asir-41262	85	42	significant	significant	ADJ
asir-41262	85	43	rainfall	rainfall	NOUN
asir-41262	85	44	accumulation	accumulation	NOUN
asir-41262	85	45	.	.	PUNCT
asir-41262	86	1	these	these	DET
asir-41262	86	2	regions	region	NOUN
asir-41262	86	3	were	be	AUX
asir-41262	86	4	found	find	VERB
asir-41262	86	5	to	to	PART
asir-41262	86	6	correlate	correlate	VERB
asir-41262	86	7	strongly	strongly	ADV
asir-41262	86	8	with	with	ADP
asir-41262	86	9	historical	historical	ADJ
asir-41262	86	10	landslide	landslide	NOUN
asir-41262	86	11	occurrences	occurrence	NOUN
asir-41262	86	12	,	,	PUNCT
asir-41262	86	13	confirming	confirm	VERB
asir-41262	86	14	the	the	DET
asir-41262	86	15	predictive	predictive	ADJ
asir-41262	86	16	reliability	reliability	NOUN
asir-41262	86	17	of	of	ADP
asir-41262	86	18	the	the	DET
asir-41262	86	19	models	model	NOUN
asir-41262	86	20	used	use	VERB
asir-41262	86	21	.	.	PUNCT
asir-41262	87	1	(	(	PUNCT
asir-41262	87	2	2	2	NUM
asir-41262	87	3	)	)	PUNCT
asir-41262	87	4	impact	impact	NOUN
asir-41262	87	5	of	of	ADP
asir-41262	87	6	human	human	ADJ
asir-41262	87	7	activities	activity	NOUN
asir-41262	87	8	:	:	PUNCT
asir-41262	87	9	urban	urban	ADJ
asir-41262	87	10	expansion	expansion	NOUN
asir-41262	87	11	and	and	CCONJ
asir-41262	87	12	deforestation	deforestation	NOUN
asir-41262	87	13	were	be	AUX
asir-41262	87	14	significantly	significantly	ADV
asir-41262	87	15	associated	associate	VERB
asir-41262	87	16	with	with	ADP
asir-41262	87	17	increased	increase	VERB
asir-41262	87	18	landslide	landslide	NOUN
asir-41262	87	19	occurrences	occurrence	NOUN
asir-41262	87	20	.	.	PUNCT
asir-41262	88	1	areas	area	NOUN
asir-41262	88	2	undergoing	undergo	VERB
asir-41262	88	3	rapid	rapid	ADJ
asir-41262	88	4	development	development	NOUN
asir-41262	88	5	without	without	ADP
asir-41262	88	6	adequate	adequate	ADJ
asir-41262	88	7	geological	geological	ADJ
asir-41262	88	8	assessments	assessment	NOUN
asir-41262	88	9	showed	show	VERB
asir-41262	88	10	a	a	DET
asir-41262	88	11	marked	mark	VERB
asir-41262	88	12	increase	increase	NOUN
asir-41262	88	13	in	in	ADP
asir-41262	88	14	landslide	landslide	NOUN
asir-41262	88	15	activity	activity	NOUN
asir-41262	88	16	,	,	PUNCT
asir-41262	88	17	underscoring	underscore	VERB
asir-41262	88	18	the	the	DET
asir-41262	88	19	critical	critical	ADJ
asir-41262	88	20	need	need	NOUN
asir-41262	88	21	for	for	ADP
asir-41262	88	22	integrating	integrate	VERB
asir-41262	88	23	land	land	NOUN
asir-41262	88	24	use	use	NOUN
asir-41262	88	25	planning	planning	NOUN
asir-41262	88	26	with	with	ADP
asir-41262	88	27	geological	geological	ADJ
asir-41262	88	28	risk	risk	NOUN
asir-41262	88	29	assessments	assessment	NOUN
asir-41262	88	30	.	.	PUNCT
asir-41262	89	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-41262	89	2	applied	apply	VERB
asir-41262	89	3	science	science	NOUN
asir-41262	89	4	and	and	CCONJ
asir-41262	89	5	innovative	innovative	ADJ
asir-41262	89	6	research	research	NOUN
asir-41262	89	7	vol	vol	NOUN
asir-41262	89	8	.	.	PROPN
asir-41262	90	1	8	8	NUM
asir-41262	90	2	,	,	PUNCT
asir-41262	90	3	no	no	INTJ
asir-41262	90	4	.	.	NOUN
asir-41262	90	5	3	3	NUM
asir-41262	90	6	,	,	PUNCT
asir-41262	90	7	2024	2024	NUM
asir-41262	90	8	14	14	NUM
asir-41262	90	9	published	publish	VERB
asir-41262	90	10	by	by	ADP
asir-41262	90	11	scholink	scholink	PROPN
asir-41262	90	12	inc	inc	PROPN
asir-41262	90	13	.	.	PROPN
asir-41262	90	14	(	(	PUNCT
asir-41262	90	15	3	3	X
asir-41262	90	16	)	)	PUNCT
asir-41262	90	17	temporal	temporal	ADJ
asir-41262	90	18	trends	trend	NOUN
asir-41262	90	19	:	:	PUNCT
asir-41262	90	20	the	the	DET
asir-41262	90	21	study	study	NOUN
asir-41262	90	22	noted	note	VERB
asir-41262	90	23	a	a	DET
asir-41262	90	24	clear	clear	ADJ
asir-41262	90	25	seasonal	seasonal	ADJ
asir-41262	90	26	pattern	pattern	NOUN
asir-41262	90	27	in	in	ADP
asir-41262	90	28	landslide	landslide	NOUN
asir-41262	90	29	occurrences	occurrence	NOUN
asir-41262	90	30	,	,	PUNCT
asir-41262	90	31	with	with	ADP
asir-41262	90	32	a	a	DET
asir-41262	90	33	higher	high	ADJ
asir-41262	90	34	frequency	frequency	NOUN
asir-41262	90	35	during	during	ADP
asir-41262	90	36	the	the	DET
asir-41262	90	37	rainy	rainy	ADJ
asir-41262	90	38	season	season	NOUN
asir-41262	90	39	.	.	PUNCT
asir-41262	91	1	this	this	DET
asir-41262	91	2	pattern	pattern	NOUN
asir-41262	91	3	was	be	AUX
asir-41262	91	4	particularly	particularly	ADV
asir-41262	91	5	pronounced	pronounce	VERB
asir-41262	91	6	in	in	ADP
asir-41262	91	7	areas	area	NOUN
asir-41262	91	8	with	with	ADP
asir-41262	91	9	recent	recent	ADJ
asir-41262	91	10	deforestation	deforestation	NOUN
asir-41262	91	11	,	,	PUNCT
asir-41262	91	12	where	where	SCONJ
asir-41262	91	13	the	the	DET
asir-41262	91	14	lack	lack	NOUN
asir-41262	91	15	of	of	ADP
asir-41262	91	16	vegetation	vegetation	NOUN
asir-41262	91	17	exacerbated	exacerbate	VERB
asir-41262	91	18	runoff	runoff	NOUN
asir-41262	91	19	and	and	CCONJ
asir-41262	91	20	soil	soil	NOUN
asir-41262	91	21	erosion	erosion	NOUN
asir-41262	91	22	.	.	PUNCT
asir-41262	92	1	(	(	PUNCT
asir-41262	92	2	4	4	X
asir-41262	92	3	)	)	PUNCT
asir-41262	92	4	predictive	predictive	ADJ
asir-41262	92	5	model	model	NOUN
asir-41262	92	6	performance	performance	NOUN
asir-41262	92	7	:	:	PUNCT
asir-41262	92	8	the	the	DET
asir-41262	92	9	machine	machine	NOUN
asir-41262	92	10	learning	learning	NOUN
asir-41262	92	11	models	model	NOUN
asir-41262	92	12	demonstrated	demonstrate	VERB
asir-41262	92	13	high	high	ADJ
asir-41262	92	14	accuracy	accuracy	NOUN
asir-41262	92	15	,	,	PUNCT
asir-41262	92	16	with	with	ADP
asir-41262	92	17	the	the	DET
asir-41262	92	18	random	random	ADJ
asir-41262	92	19	forest	forest	NOUN
asir-41262	92	20	model	model	NOUN
asir-41262	92	21	showing	show	VERB
asir-41262	92	22	the	the	DET
asir-41262	92	23	best	good	ADJ
asir-41262	92	24	performance	performance	NOUN
asir-41262	92	25	based	base	VERB
asir-41262	92	26	on	on	ADP
asir-41262	92	27	the	the	DET
asir-41262	92	28	metrics	metric	NOUN
asir-41262	92	29	of	of	ADP
asir-41262	92	30	precision	precision	NOUN
asir-41262	92	31	,	,	PUNCT
asir-41262	92	32	recall	recall	NOUN
asir-41262	92	33	,	,	PUNCT
asir-41262	92	34	and	and	CCONJ
asir-41262	92	35	f1	f1	PROPN
asir-41262	92	36	score	score	NOUN
asir-41262	92	37	.	.	PUNCT
asir-41262	93	1	the	the	DET
asir-41262	93	2	model	model	NOUN
asir-41262	93	3	effectively	effectively	ADV
asir-41262	93	4	captured	capture	VERB
asir-41262	93	5	the	the	DET
asir-41262	93	6	complex	complex	ADJ
asir-41262	93	7	interactions	interaction	NOUN
asir-41262	93	8	of	of	ADP
asir-41262	93	9	multiple	multiple	ADJ
asir-41262	93	10	risk	risk	NOUN
asir-41262	93	11	factors	factor	NOUN
asir-41262	93	12	,	,	PUNCT
asir-41262	93	13	providing	provide	VERB
asir-41262	93	14	a	a	DET
asir-41262	93	15	robust	robust	ADJ
asir-41262	93	16	tool	tool	NOUN
asir-41262	93	17	for	for	ADP
asir-41262	93	18	predicting	predict	VERB
asir-41262	93	19	future	future	ADJ
asir-41262	93	20	landslide	landslide	NOUN
asir-41262	93	21	risks	risk	NOUN
asir-41262	93	22	.	.	PUNCT
asir-41262	94	1	4.2	4.2	NUM
asir-41262	94	2	interpretation	interpretation	NOUN
asir-41262	94	3	of	of	ADP
asir-41262	94	4	the	the	DET
asir-41262	94	5	analytic	analytic	ADJ
asir-41262	94	6	hierarchy	hierarchy	NOUN
asir-41262	94	7	process	process	NOUN
asir-41262	94	8	results	result	VERB
asir-41262	94	9	the	the	DET
asir-41262	94	10	analytic	analytic	ADJ
asir-41262	94	11	hierarchy	hierarchy	NOUN
asir-41262	94	12	process	process	NOUN
asir-41262	94	13	(	(	PUNCT
asir-41262	94	14	ahp	ahp	NOUN
asir-41262	94	15	)	)	PUNCT
asir-41262	94	16	was	be	AUX
asir-41262	94	17	employed	employ	VERB
asir-41262	94	18	to	to	PART
asir-41262	94	19	weigh	weigh	VERB
asir-41262	94	20	the	the	DET
asir-41262	94	21	importance	importance	NOUN
asir-41262	94	22	of	of	ADP
asir-41262	94	23	various	various	ADJ
asir-41262	94	24	risk	risk	NOUN
asir-41262	94	25	factors	factor	NOUN
asir-41262	94	26	based	base	VERB
asir-41262	94	27	on	on	ADP
asir-41262	94	28	expert	expert	ADJ
asir-41262	94	29	judgment	judgment	NOUN
asir-41262	94	30	and	and	CCONJ
asir-41262	94	31	local	local	ADJ
asir-41262	94	32	context	context	NOUN
asir-41262	94	33	.	.	PUNCT
asir-41262	95	1	the	the	DET
asir-41262	95	2	ahp	ahp	NOUN
asir-41262	95	3	results	result	NOUN
asir-41262	95	4	provided	provide	VERB
asir-41262	95	5	a	a	DET
asir-41262	95	6	structured	structured	ADJ
asir-41262	95	7	and	and	CCONJ
asir-41262	95	8	quantified	quantify	VERB
asir-41262	95	9	insight	insight	NOUN
asir-41262	95	10	into	into	ADP
asir-41262	95	11	the	the	DET
asir-41262	95	12	prioritization	prioritization	NOUN
asir-41262	95	13	of	of	ADP
asir-41262	95	14	factors	factor	NOUN
asir-41262	95	15	affecting	affect	VERB
asir-41262	95	16	landslide	landslide	NOUN
asir-41262	95	17	vulnerability	vulnerability	NOUN
asir-41262	95	18	:	:	PUNCT
asir-41262	95	19	(	(	PUNCT
asir-41262	95	20	1	1	X
asir-41262	95	21	)	)	PUNCT
asir-41262	95	22	factor	factor	NOUN
asir-41262	95	23	ranking	ranking	NOUN
asir-41262	95	24	:	:	PUNCT
asir-41262	95	25	according	accord	VERB
asir-41262	95	26	to	to	ADP
asir-41262	95	27	the	the	DET
asir-41262	95	28	ahp	ahp	NOUN
asir-41262	95	29	analysis	analysis	NOUN
asir-41262	95	30	,	,	PUNCT
asir-41262	95	31	geological	geological	ADJ
asir-41262	95	32	factors	factor	NOUN
asir-41262	95	33	(	(	PUNCT
asir-41262	95	34	such	such	ADJ
asir-41262	95	35	as	as	ADP
asir-41262	95	36	soil	soil	NOUN
asir-41262	95	37	type	type	NOUN
asir-41262	95	38	and	and	CCONJ
asir-41262	95	39	rock	rock	NOUN
asir-41262	95	40	structure	structure	NOUN
asir-41262	95	41	)	)	PUNCT
asir-41262	95	42	were	be	AUX
asir-41262	95	43	ranked	rank	VERB
asir-41262	95	44	as	as	ADP
asir-41262	95	45	the	the	DET
asir-41262	95	46	most	most	ADV
asir-41262	95	47	critical	critical	ADJ
asir-41262	95	48	,	,	PUNCT
asir-41262	95	49	followed	follow	VERB
asir-41262	95	50	by	by	ADP
asir-41262	95	51	topographical	topographical	ADJ
asir-41262	95	52	factors	factor	NOUN
asir-41262	95	53	(	(	PUNCT
asir-41262	95	54	like	like	INTJ
asir-41262	95	55	slope	slope	NOUN
asir-41262	95	56	and	and	CCONJ
asir-41262	95	57	elevation	elevation	NOUN
asir-41262	95	58	)	)	PUNCT
asir-41262	95	59	and	and	CCONJ
asir-41262	95	60	hydrological	hydrological	ADJ
asir-41262	95	61	factors	factor	NOUN
asir-41262	95	62	(	(	PUNCT
asir-41262	95	63	including	include	VERB
asir-41262	95	64	drainage	drainage	NOUN
asir-41262	95	65	patterns	pattern	NOUN
asir-41262	95	66	and	and	CCONJ
asir-41262	95	67	rainfall	rainfall	NOUN
asir-41262	95	68	)	)	PUNCT
asir-41262	95	69	.	.	PUNCT
asir-41262	96	1	(	(	PUNCT
asir-41262	96	2	2	2	X
asir-41262	96	3	)	)	PUNCT
asir-41262	96	4	expert	expert	NOUN
asir-41262	96	5	consensus	consensus	NOUN
asir-41262	96	6	:	:	PUNCT
asir-41262	96	7	there	there	PRON
asir-41262	96	8	was	be	VERB
asir-41262	96	9	a	a	DET
asir-41262	96	10	strong	strong	ADJ
asir-41262	96	11	consensus	consensus	NOUN
asir-41262	96	12	among	among	ADP
asir-41262	96	13	experts	expert	NOUN
asir-41262	96	14	on	on	ADP
asir-41262	96	15	the	the	DET
asir-41262	96	16	high	high	ADJ
asir-41262	96	17	weight	weight	NOUN
asir-41262	96	18	assigned	assign	VERB
asir-41262	96	19	to	to	ADP
asir-41262	96	20	human	human	NOUN
asir-41262	96	21	-	-	PUNCT
asir-41262	96	22	induced	induce	VERB
asir-41262	96	23	factors	factor	NOUN
asir-41262	96	24	,	,	PUNCT
asir-41262	96	25	particularly	particularly	ADV
asir-41262	96	26	in	in	ADP
asir-41262	96	27	urbanized	urbanized	ADJ
asir-41262	96	28	areas	area	NOUN
asir-41262	96	29	where	where	SCONJ
asir-41262	96	30	improper	improper	ADJ
asir-41262	96	31	land	land	NOUN
asir-41262	96	32	-	-	PUNCT
asir-41262	96	33	use	use	NOUN
asir-41262	96	34	practices	practice	NOUN
asir-41262	96	35	have	have	AUX
asir-41262	96	36	altered	alter	VERB
asir-41262	96	37	natural	natural	ADJ
asir-41262	96	38	landscapes	landscape	NOUN
asir-41262	96	39	,	,	PUNCT
asir-41262	96	40	increasing	increase	VERB
asir-41262	96	41	susceptibility	susceptibility	NOUN
asir-41262	96	42	to	to	ADP
asir-41262	96	43	landslides	landslide	NOUN
asir-41262	96	44	.	.	PUNCT
asir-41262	97	1	(	(	PUNCT
asir-41262	97	2	3	3	X
asir-41262	97	3	)	)	PUNCT
asir-41262	97	4	policy	policy	NOUN
asir-41262	97	5	implications	implication	NOUN
asir-41262	97	6	:	:	PUNCT
asir-41262	97	7	the	the	DET
asir-41262	97	8	ahp	ahp	NOUN
asir-41262	97	9	results	result	NOUN
asir-41262	97	10	have	have	VERB
asir-41262	97	11	significant	significant	ADJ
asir-41262	97	12	implications	implication	NOUN
asir-41262	97	13	for	for	ADP
asir-41262	97	14	policy	policy	NOUN
asir-41262	97	15	-	-	PUNCT
asir-41262	97	16	making	making	NOUN
asir-41262	97	17	.	.	PUNCT
asir-41262	98	1	the	the	DET
asir-41262	98	2	prioritization	prioritization	NOUN
asir-41262	98	3	of	of	ADP
asir-41262	98	4	risk	risk	NOUN
asir-41262	98	5	factors	factor	NOUN
asir-41262	98	6	provides	provide	VERB
asir-41262	98	7	a	a	DET
asir-41262	98	8	clear	clear	ADJ
asir-41262	98	9	guideline	guideline	NOUN
asir-41262	98	10	for	for	ADP
asir-41262	98	11	local	local	ADJ
asir-41262	98	12	authorities	authority	NOUN
asir-41262	98	13	on	on	ADP
asir-41262	98	14	where	where	SCONJ
asir-41262	98	15	to	to	PART
asir-41262	98	16	focus	focus	VERB
asir-41262	98	17	their	their	PRON
asir-41262	98	18	mitigation	mitigation	NOUN
asir-41262	98	19	efforts	effort	NOUN
asir-41262	98	20	—	—	PUNCT
asir-41262	98	21	for	for	ADP
asir-41262	98	22	instance	instance	NOUN
asir-41262	98	23	,	,	PUNCT
asir-41262	98	24	enforcing	enforce	VERB
asir-41262	98	25	stricter	strict	ADJ
asir-41262	98	26	building	building	NOUN
asir-41262	98	27	codes	code	NOUN
asir-41262	98	28	in	in	ADP
asir-41262	98	29	high	high	ADJ
asir-41262	98	30	-	-	PUNCT
asir-41262	98	31	risk	risk	NOUN
asir-41262	98	32	zones	zone	NOUN
asir-41262	98	33	and	and	CCONJ
asir-41262	98	34	implementing	implement	VERB
asir-41262	98	35	more	more	ADV
asir-41262	98	36	rigorous	rigorous	ADJ
asir-41262	98	37	environmental	environmental	ADJ
asir-41262	98	38	impact	impact	NOUN
asir-41262	98	39	assessments	assessment	NOUN
asir-41262	98	40	for	for	ADP
asir-41262	98	41	new	new	ADJ
asir-41262	98	42	developments	development	NOUN
asir-41262	98	43	.	.	PUNCT
asir-41262	99	1	these	these	DET
asir-41262	99	2	results	result	NOUN
asir-41262	99	3	from	from	ADP
asir-41262	99	4	both	both	DET
asir-41262	99	5	machine	machine	NOUN
asir-41262	99	6	learning	learn	VERB
asir-41262	99	7	data	datum	NOUN
asir-41262	99	8	analysis	analysis	NOUN
asir-41262	99	9	and	and	CCONJ
asir-41262	99	10	ahp	ahp	NOUN
asir-41262	99	11	interpretation	interpretation	NOUN
asir-41262	99	12	collectively	collectively	ADV
asir-41262	99	13	provide	provide	VERB
asir-41262	99	14	a	a	DET
asir-41262	99	15	comprehensive	comprehensive	ADJ
asir-41262	99	16	understanding	understanding	NOUN
asir-41262	99	17	of	of	ADP
asir-41262	99	18	the	the	DET
asir-41262	99	19	landslide	landslide	NOUN
asir-41262	99	20	risks	risk	NOUN
asir-41262	99	21	within	within	ADP
asir-41262	99	22	the	the	DET
asir-41262	99	23	study	study	NOUN
asir-41262	99	24	area	area	NOUN
asir-41262	99	25	.	.	PUNCT
asir-41262	100	1	they	they	PRON
asir-41262	100	2	underscore	underscore	VERB
asir-41262	100	3	the	the	DET
asir-41262	100	4	need	need	NOUN
asir-41262	100	5	for	for	ADP
asir-41262	100	6	targeted	target	VERB
asir-41262	100	7	interventions	intervention	NOUN
asir-41262	100	8	that	that	PRON
asir-41262	100	9	address	address	VERB
asir-41262	100	10	both	both	CCONJ
asir-41262	100	11	natural	natural	ADJ
asir-41262	100	12	and	and	CCONJ
asir-41262	100	13	human	human	ADV
asir-41262	100	14	-	-	PUNCT
asir-41262	100	15	induced	induce	VERB
asir-41262	100	16	factors	factor	NOUN
asir-41262	100	17	,	,	PUNCT
asir-41262	100	18	aiming	aim	VERB
asir-41262	100	19	to	to	PART
asir-41262	100	20	reduce	reduce	VERB
asir-41262	100	21	vulnerability	vulnerability	NOUN
asir-41262	100	22	and	and	CCONJ
asir-41262	100	23	enhance	enhance	VERB
asir-41262	100	24	resilience	resilience	NOUN
asir-41262	100	25	against	against	ADP
asir-41262	100	26	future	future	ADJ
asir-41262	100	27	landslide	landslide	NOUN
asir-41262	100	28	events	event	NOUN
asir-41262	100	29	.	.	PUNCT
asir-41262	101	1	the	the	DET
asir-41262	101	2	findings	finding	NOUN
asir-41262	101	3	not	not	PART
asir-41262	101	4	only	only	ADV
asir-41262	101	5	inform	inform	VERB
asir-41262	101	6	local	local	ADJ
asir-41262	101	7	disaster	disaster	NOUN
asir-41262	101	8	management	management	NOUN
asir-41262	101	9	strategies	strategy	NOUN
asir-41262	101	10	but	but	CCONJ
asir-41262	101	11	also	also	ADV
asir-41262	101	12	contribute	contribute	VERB
asir-41262	101	13	to	to	ADP
asir-41262	101	14	the	the	DET
asir-41262	101	15	broader	broad	ADJ
asir-41262	101	16	field	field	NOUN
asir-41262	101	17	of	of	ADP
asir-41262	101	18	environmental	environmental	ADJ
asir-41262	101	19	risk	risk	NOUN
asir-41262	101	20	assessment	assessment	NOUN
asir-41262	101	21	and	and	CCONJ
asir-41262	101	22	management	management	NOUN
asir-41262	101	23	.	.	PUNCT
asir-41262	102	1	4.3	4.3	NUM
asir-41262	102	2	insights	insight	NOUN
asir-41262	102	3	from	from	ADP
asir-41262	102	4	machine	machine	NOUN
asir-41262	102	5	learning	learn	VERB
asir-41262	102	6	analysis	analysis	NOUN
asir-41262	102	7	the	the	DET
asir-41262	102	8	application	application	NOUN
asir-41262	102	9	of	of	ADP
asir-41262	102	10	machine	machine	NOUN
asir-41262	102	11	learning	learn	VERB
asir-41262	102	12	techniques	technique	NOUN
asir-41262	102	13	in	in	ADP
asir-41262	102	14	this	this	DET
asir-41262	102	15	study	study	NOUN
asir-41262	102	16	has	have	AUX
asir-41262	102	17	provided	provide	VERB
asir-41262	102	18	deep	deep	ADJ
asir-41262	102	19	insights	insight	NOUN
asir-41262	102	20	into	into	ADP
asir-41262	102	21	the	the	DET
asir-41262	102	22	patterns	pattern	NOUN
asir-41262	102	23	and	and	CCONJ
asir-41262	102	24	predictors	predictor	NOUN
asir-41262	102	25	of	of	ADP
asir-41262	102	26	landslide	landslide	NOUN
asir-41262	102	27	vulnerability	vulnerability	NOUN
asir-41262	102	28	in	in	ADP
asir-41262	102	29	the	the	DET
asir-41262	102	30	southwestern	southwestern	ADJ
asir-41262	102	31	city	city	NOUN
asir-41262	102	32	.	.	PUNCT
asir-41262	103	1	these	these	DET
asir-41262	103	2	models	model	NOUN
asir-41262	103	3	have	have	AUX
asir-41262	103	4	enabled	enable	VERB
asir-41262	103	5	the	the	DET
asir-41262	103	6	quantification	quantification	NOUN
asir-41262	103	7	of	of	ADP
asir-41262	103	8	risks	risk	NOUN
asir-41262	103	9	and	and	CCONJ
asir-41262	103	10	have	have	AUX
asir-41262	103	11	identified	identify	VERB
asir-41262	103	12	the	the	DET
asir-41262	103	13	most	most	ADV
asir-41262	103	14	influential	influential	ADJ
asir-41262	103	15	factors	factor	NOUN
asir-41262	103	16	contributing	contribute	VERB
asir-41262	103	17	to	to	ADP
asir-41262	103	18	landslide	landslide	NOUN
asir-41262	103	19	occurrences	occurrence	NOUN
asir-41262	103	20	.	.	PUNCT
asir-41262	104	1	4.3.1	4.3.1	NUM
asir-41262	104	2	model	model	NOUN
asir-41262	104	3	performance	performance	NOUN
asir-41262	104	4	the	the	DET
asir-41262	104	5	machine	machine	NOUN
asir-41262	104	6	learning	learning	NOUN
asir-41262	104	7	models	model	NOUN
asir-41262	104	8	deployed	deploy	VERB
asir-41262	104	9	exhibited	exhibit	VERB
asir-41262	104	10	high	high	ADJ
asir-41262	104	11	predictive	predictive	ADJ
asir-41262	104	12	accuracy	accuracy	NOUN
asir-41262	104	13	.	.	PUNCT
asir-41262	105	1	the	the	DET
asir-41262	105	2	decision	decision	NOUN
asir-41262	105	3	tree	tree	NOUN
asir-41262	105	4	model	model	NOUN
asir-41262	105	5	revealed	reveal	VERB
asir-41262	105	6	clear	clear	ADJ
asir-41262	105	7	decision	decision	NOUN
asir-41262	105	8	rules	rule	NOUN
asir-41262	105	9	based	base	VERB
asir-41262	105	10	on	on	ADP
asir-41262	105	11	environmental	environmental	ADJ
asir-41262	105	12	and	and	CCONJ
asir-41262	105	13	human	human	ADJ
asir-41262	105	14	factors	factor	NOUN
asir-41262	105	15	,	,	PUNCT
asir-41262	105	16	while	while	SCONJ
asir-41262	105	17	the	the	DET
asir-41262	105	18	random	random	ADJ
asir-41262	105	19	forest	forest	NOUN
asir-41262	105	20	model	model	NOUN
asir-41262	105	21	offered	offer	VERB
asir-41262	105	22	a	a	DET
asir-41262	105	23	more	more	ADV
asir-41262	105	24	nuanced	nuanced	ADJ
asir-41262	105	25	understanding	understanding	NOUN
asir-41262	105	26	due	due	ADP
asir-41262	105	27	to	to	ADP
asir-41262	105	28	its	its	PRON
asir-41262	105	29	ensemble	ensemble	ADJ
asir-41262	105	30	approach	approach	NOUN
asir-41262	105	31	,	,	PUNCT
asir-41262	105	32	which	which	PRON
asir-41262	105	33	improved	improve	VERB
asir-41262	105	34	prediction	prediction	NOUN
asir-41262	105	35	stability	stability	NOUN
asir-41262	105	36	and	and	CCONJ
asir-41262	105	37	accuracy	accuracy	NOUN
asir-41262	105	38	.	.	PUNCT
asir-41262	106	1	the	the	DET
asir-41262	106	2	support	support	NOUN
asir-41262	106	3	vector	vector	NOUN
asir-41262	106	4	machine	machine	NOUN
asir-41262	106	5	(	(	PUNCT
asir-41262	106	6	svm	svm	PROPN
asir-41262	106	7	)	)	PUNCT
asir-41262	106	8	and	and	CCONJ
asir-41262	106	9	neural	neural	ADJ
asir-41262	106	10	network	network	NOUN
asir-41262	106	11	models	model	NOUN
asir-41262	106	12	excelled	excel	VERB
asir-41262	106	13	in	in	ADP
asir-41262	106	14	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	106	15	applied	apply	VERB
asir-41262	106	16	science	science	NOUN
asir-41262	106	17	and	and	CCONJ
asir-41262	106	18	innovative	innovative	ADJ
asir-41262	106	19	research	research	NOUN
asir-41262	106	20	vol	vol	NOUN
asir-41262	106	21	.	.	PROPN
asir-41262	107	1	8	8	NUM
asir-41262	107	2	,	,	PUNCT
asir-41262	107	3	no	no	INTJ
asir-41262	107	4	.	.	NOUN
asir-41262	107	5	3	3	NUM
asir-41262	107	6	,	,	PUNCT
asir-41262	107	7	2024	2024	NUM
asir-41262	107	8	15	15	NUM
asir-41262	107	9	published	publish	VERB
asir-41262	107	10	by	by	ADP
asir-41262	107	11	scholink	scholink	PROPN
asir-41262	107	12	inc	inc	PROPN
asir-41262	107	13	.	.	PROPN
asir-41262	107	14	handling	handle	VERB
asir-41262	107	15	complex	complex	ADJ
asir-41262	107	16	datasets	dataset	NOUN
asir-41262	107	17	with	with	ADP
asir-41262	107	18	non	non	ADJ
asir-41262	107	19	-	-	ADJ
asir-41262	107	20	linear	linear	ADJ
asir-41262	107	21	relationships	relationship	NOUN
asir-41262	107	22	among	among	ADP
asir-41262	107	23	the	the	DET
asir-41262	107	24	variables	variable	NOUN
asir-41262	107	25	.	.	PUNCT
asir-41262	108	1	4.3.2	4.3.2	NUM
asir-41262	108	2	key	key	ADJ
asir-41262	108	3	predictors	predictor	NOUN
asir-41262	108	4	identified	identify	VERB
asir-41262	108	5	several	several	ADJ
asir-41262	108	6	critical	critical	ADJ
asir-41262	108	7	predictors	predictor	NOUN
asir-41262	108	8	of	of	ADP
asir-41262	108	9	landslide	landslide	NOUN
asir-41262	108	10	vulnerability	vulnerability	NOUN
asir-41262	108	11	identified	identify	VERB
asir-41262	108	12	by	by	ADP
asir-41262	108	13	the	the	DET
asir-41262	108	14	models	model	NOUN
asir-41262	108	15	include	include	VERB
asir-41262	108	16	:	:	PUNCT
asir-41262	108	17	(	(	PUNCT
asir-41262	108	18	1	1	X
asir-41262	108	19	)	)	PUNCT
asir-41262	108	20	topographical	topographical	ADJ
asir-41262	108	21	factors	factor	NOUN
asir-41262	108	22	:	:	PUNCT
asir-41262	108	23	slope	slope	NOUN
asir-41262	108	24	steepness	steepness	NOUN
asir-41262	108	25	and	and	CCONJ
asir-41262	108	26	aspect	aspect	NOUN
asir-41262	108	27	were	be	AUX
asir-41262	108	28	major	major	ADJ
asir-41262	108	29	predictors	predictor	NOUN
asir-41262	108	30	,	,	PUNCT
asir-41262	108	31	with	with	ADP
asir-41262	108	32	steeper	steep	ADJ
asir-41262	108	33	and	and	CCONJ
asir-41262	108	34	improperly	improperly	ADV
asir-41262	108	35	oriented	orient	VERB
asir-41262	108	36	slopes	slope	NOUN
asir-41262	108	37	showing	show	VERB
asir-41262	108	38	higher	high	ADJ
asir-41262	108	39	vulnerability	vulnerability	NOUN
asir-41262	108	40	.	.	PUNCT
asir-41262	109	1	(	(	PUNCT
asir-41262	109	2	2	2	X
asir-41262	109	3	)	)	PUNCT
asir-41262	109	4	soil	soil	NOUN
asir-41262	109	5	characteristics	characteristic	NOUN
asir-41262	109	6	:	:	PUNCT
asir-41262	109	7	soil	soil	NOUN
asir-41262	109	8	type	type	NOUN
asir-41262	109	9	and	and	CCONJ
asir-41262	109	10	moisture	moisture	NOUN
asir-41262	109	11	content	content	NOUN
asir-41262	109	12	were	be	AUX
asir-41262	109	13	significant	significant	ADJ
asir-41262	109	14	,	,	PUNCT
asir-41262	109	15	especially	especially	ADV
asir-41262	109	16	in	in	ADP
asir-41262	109	17	areas	area	NOUN
asir-41262	109	18	with	with	ADP
asir-41262	109	19	high	high	ADJ
asir-41262	109	20	clay	clay	NOUN
asir-41262	109	21	content	content	NOUN
asir-41262	109	22	which	which	PRON
asir-41262	109	23	is	be	AUX
asir-41262	109	24	prone	prone	ADJ
asir-41262	109	25	to	to	ADP
asir-41262	109	26	slippage	slippage	NOUN
asir-41262	109	27	when	when	SCONJ
asir-41262	109	28	wet	wet	ADJ
asir-41262	109	29	.	.	PUNCT
asir-41262	110	1	(	(	PUNCT
asir-41262	110	2	3	3	X
asir-41262	110	3	)	)	PUNCT
asir-41262	110	4	meteorological	meteorological	ADJ
asir-41262	110	5	factors	factor	NOUN
asir-41262	110	6	:	:	PUNCT
asir-41262	110	7	intensity	intensity	NOUN
asir-41262	110	8	and	and	CCONJ
asir-41262	110	9	duration	duration	NOUN
asir-41262	110	10	of	of	ADP
asir-41262	110	11	rainfall	rainfall	NOUN
asir-41262	110	12	were	be	AUX
asir-41262	110	13	closely	closely	ADV
asir-41262	110	14	linked	link	VERB
asir-41262	110	15	to	to	ADP
asir-41262	110	16	landslide	landslide	NOUN
asir-41262	110	17	occurrences	occurrence	NOUN
asir-41262	110	18	,	,	PUNCT
asir-41262	110	19	aligning	align	VERB
asir-41262	110	20	with	with	ADP
asir-41262	110	21	historical	historical	ADJ
asir-41262	110	22	data	datum	NOUN
asir-41262	110	23	patterns	pattern	NOUN
asir-41262	110	24	.	.	PUNCT
asir-41262	111	1	(	(	PUNCT
asir-41262	111	2	4	4	X
asir-41262	111	3	)	)	PUNCT
asir-41262	111	4	human	human	ADJ
asir-41262	111	5	impact	impact	NOUN
asir-41262	111	6	:	:	PUNCT
asir-41262	111	7	land	land	NOUN
asir-41262	111	8	use	use	NOUN
asir-41262	111	9	changes	change	NOUN
asir-41262	111	10	such	such	ADJ
asir-41262	111	11	as	as	ADP
asir-41262	111	12	deforestation	deforestation	NOUN
asir-41262	111	13	and	and	CCONJ
asir-41262	111	14	construction	construction	NOUN
asir-41262	111	15	in	in	ADP
asir-41262	111	16	vulnerable	vulnerable	ADJ
asir-41262	111	17	zones	zone	NOUN
asir-41262	111	18	significantly	significantly	ADV
asir-41262	111	19	increased	increase	VERB
asir-41262	111	20	the	the	DET
asir-41262	111	21	risk	risk	NOUN
asir-41262	111	22	levels	level	NOUN
asir-41262	111	23	.	.	PUNCT
asir-41262	112	1	these	these	DET
asir-41262	112	2	insights	insight	NOUN
asir-41262	112	3	not	not	PART
asir-41262	112	4	only	only	ADV
asir-41262	112	5	validate	validate	VERB
asir-41262	112	6	known	known	ADJ
asir-41262	112	7	theories	theory	NOUN
asir-41262	112	8	and	and	CCONJ
asir-41262	112	9	empirical	empirical	ADJ
asir-41262	112	10	observations	observation	NOUN
asir-41262	112	11	but	but	CCONJ
asir-41262	112	12	also	also	ADV
asir-41262	112	13	highlight	highlight	VERB
asir-41262	112	14	new	new	ADJ
asir-41262	112	15	correlations	correlation	NOUN
asir-41262	112	16	and	and	CCONJ
asir-41262	112	17	interactions	interaction	NOUN
asir-41262	112	18	between	between	ADP
asir-41262	112	19	various	various	ADJ
asir-41262	112	20	factors	factor	NOUN
asir-41262	112	21	,	,	PUNCT
asir-41262	112	22	enhancing	enhance	VERB
asir-41262	112	23	the	the	DET
asir-41262	112	24	understanding	understanding	NOUN
asir-41262	112	25	of	of	ADP
asir-41262	112	26	landslide	landslide	NOUN
asir-41262	112	27	dynamics	dynamic	NOUN
asir-41262	112	28	in	in	ADP
asir-41262	112	29	the	the	DET
asir-41262	112	30	area	area	NOUN
asir-41262	112	31	.	.	PUNCT
asir-41262	113	1	figure	figure	NOUN
asir-41262	113	2	2	2	NUM
asir-41262	113	3	.	.	NUM
asir-41262	113	4	expanded	expand	VERB
asir-41262	113	5	risk	risk	NOUN
asir-41262	113	6	levels	level	NOUN
asir-41262	113	7	of	of	ADP
asir-41262	113	8	populations	population	NOUN
asir-41262	113	9	,	,	PUNCT
asir-41262	113	10	buildings	building	NOUN
asir-41262	113	11	,	,	PUNCT
asir-41262	113	12	and	and	CCONJ
asir-41262	113	13	infrastructure	infrastructure	NOUN
asir-41262	113	14	by	by	ADP
asir-41262	113	15	subcategories	subcategorie	NOUN
asir-41262	113	16	following	follow	VERB
asir-41262	113	17	the	the	DET
asir-41262	113	18	visual	visual	ADJ
asir-41262	113	19	representation	representation	NOUN
asir-41262	113	20	provided	provide	VERB
asir-41262	113	21	by	by	ADP
asir-41262	113	22	figure	figure	NOUN
asir-41262	113	23	2	2	NUM
asir-41262	113	24	,	,	PUNCT
asir-41262	113	25	it	it	PRON
asir-41262	113	26	becomes	become	VERB
asir-41262	113	27	evident	evident	ADJ
asir-41262	113	28	how	how	SCONJ
asir-41262	113	29	the	the	DET
asir-41262	113	30	risk	risk	NOUN
asir-41262	113	31	varies	vary	VERB
asir-41262	113	32	not	not	PART
asir-41262	113	33	just	just	ADV
asir-41262	113	34	on	on	ADP
asir-41262	113	35	a	a	DET
asir-41262	113	36	broad	broad	ADJ
asir-41262	113	37	category	category	NOUN
asir-41262	113	38	level	level	NOUN
asir-41262	113	39	but	but	CCONJ
asir-41262	113	40	also	also	ADV
asir-41262	113	41	more	more	ADV
asir-41262	113	42	finely	finely	ADV
asir-41262	113	43	within	within	ADP
asir-41262	113	44	subcategories	subcategorie	NOUN
asir-41262	113	45	.	.	PUNCT
asir-41262	114	1	for	for	ADP
asir-41262	114	2	instance	instance	NOUN
asir-41262	114	3	,	,	PUNCT
asir-41262	114	4	transportation	transportation	NOUN
asir-41262	114	5	infrastructure	infrastructure	NOUN
asir-41262	114	6	exhibits	exhibit	VERB
asir-41262	114	7	the	the	DET
asir-41262	114	8	highest	high	ADJ
asir-41262	114	9	risk	risk	NOUN
asir-41262	114	10	,	,	PUNCT
asir-41262	114	11	underscoring	underscore	VERB
asir-41262	114	12	the	the	DET
asir-41262	114	13	critical	critical	ADJ
asir-41262	114	14	need	need	NOUN
asir-41262	114	15	for	for	ADP
asir-41262	114	16	robust	robust	ADJ
asir-41262	114	17	engineering	engineering	NOUN
asir-41262	114	18	solutions	solution	NOUN
asir-41262	114	19	.	.	PUNCT
asir-41262	115	1	in	in	ADP
asir-41262	115	2	the	the	DET
asir-41262	115	3	population	population	NOUN
asir-41262	115	4	category	category	NOUN
asir-41262	115	5	,	,	PUNCT
asir-41262	115	6	the	the	DET
asir-41262	115	7	elderly	elderly	ADJ
asir-41262	115	8	and	and	CCONJ
asir-41262	115	9	children	child	NOUN
asir-41262	115	10	are	be	AUX
asir-41262	115	11	at	at	ADP
asir-41262	115	12	greater	great	ADJ
asir-41262	115	13	risk	risk	NOUN
asir-41262	115	14	,	,	PUNCT
asir-41262	115	15	which	which	PRON
asir-41262	115	16	necessitates	necessitate	VERB
asir-41262	115	17	targeted	target	VERB
asir-41262	115	18	evacuation	evacuation	NOUN
asir-41262	115	19	plans	plan	NOUN
asir-41262	115	20	and	and	CCONJ
asir-41262	115	21	safety	safety	NOUN
asir-41262	115	22	measures	measure	NOUN
asir-41262	115	23	in	in	ADP
asir-41262	115	24	vulnerable	vulnerable	ADJ
asir-41262	115	25	zones	zone	NOUN
asir-41262	115	26	.	.	PUNCT
asir-41262	116	1	these	these	DET
asir-41262	116	2	detailed	detailed	ADJ
asir-41262	116	3	insights	insight	NOUN
asir-41262	116	4	facilitate	facilitate	VERB
asir-41262	116	5	the	the	DET
asir-41262	116	6	prioritization	prioritization	NOUN
asir-41262	116	7	of	of	ADP
asir-41262	116	8	mitigation	mitigation	NOUN
asir-41262	116	9	efforts	effort	NOUN
asir-41262	116	10	,	,	PUNCT
asir-41262	116	11	directing	direct	VERB
asir-41262	116	12	resources	resource	NOUN
asir-41262	116	13	where	where	SCONJ
asir-41262	116	14	they	they	PRON
asir-41262	116	15	are	be	AUX
asir-41262	116	16	most	most	ADV
asir-41262	116	17	needed	need	VERB
asir-41262	116	18	to	to	PART
asir-41262	116	19	reduce	reduce	VERB
asir-41262	116	20	the	the	DET
asir-41262	116	21	impact	impact	NOUN
asir-41262	116	22	of	of	ADP
asir-41262	116	23	potential	potential	ADJ
asir-41262	116	24	landslides	landslide	NOUN
asir-41262	116	25	.	.	PUNCT
asir-41262	117	1	they	they	PRON
asir-41262	117	2	also	also	ADV
asir-41262	117	3	provide	provide	VERB
asir-41262	117	4	a	a	DET
asir-41262	117	5	valuable	valuable	ADJ
asir-41262	117	6	foundation	foundation	NOUN
asir-41262	117	7	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	117	8	applied	apply	VERB
asir-41262	117	9	science	science	NOUN
asir-41262	117	10	and	and	CCONJ
asir-41262	117	11	innovative	innovative	ADJ
asir-41262	117	12	research	research	NOUN
asir-41262	117	13	vol	vol	NOUN
asir-41262	117	14	.	.	PROPN
asir-41262	118	1	8	8	NUM
asir-41262	118	2	,	,	PUNCT
asir-41262	118	3	no	no	INTJ
asir-41262	118	4	.	.	NOUN
asir-41262	118	5	3	3	NUM
asir-41262	118	6	,	,	PUNCT
asir-41262	118	7	2024	2024	NUM
asir-41262	118	8	16	16	NUM
asir-41262	118	9	published	publish	VERB
asir-41262	118	10	by	by	ADP
asir-41262	118	11	scholink	scholink	PROPN
asir-41262	118	12	inc	inc	PROPN
asir-41262	118	13	.	.	PROPN
asir-41262	118	14	for	for	ADP
asir-41262	118	15	updating	update	VERB
asir-41262	118	16	emergency	emergency	NOUN
asir-41262	118	17	response	response	NOUN
asir-41262	118	18	strategies	strategy	NOUN
asir-41262	118	19	and	and	CCONJ
asir-41262	118	20	for	for	ADP
asir-41262	118	21	community	community	NOUN
asir-41262	118	22	education	education	NOUN
asir-41262	118	23	initiatives	initiative	NOUN
asir-41262	118	24	focused	focus	VERB
asir-41262	118	25	on	on	ADP
asir-41262	118	26	reducing	reduce	VERB
asir-41262	118	27	risk	risk	NOUN
asir-41262	118	28	and	and	CCONJ
asir-41262	118	29	enhancing	enhance	VERB
asir-41262	118	30	preparedness	preparedness	NOUN
asir-41262	118	31	.	.	PUNCT
asir-41262	119	1	by	by	ADP
asir-41262	119	2	leveraging	leverage	VERB
asir-41262	119	3	machine	machine	NOUN
asir-41262	119	4	learning	learn	VERB
asir-41262	119	5	to	to	PART
asir-41262	119	6	analyze	analyze	VERB
asir-41262	119	7	integrated	integrated	ADJ
asir-41262	119	8	multi	multi	ADJ
asir-41262	119	9	-	-	ADJ
asir-41262	119	10	source	source	NOUN
asir-41262	119	11	data	datum	NOUN
asir-41262	119	12	,	,	PUNCT
asir-41262	119	13	this	this	DET
asir-41262	119	14	study	study	NOUN
asir-41262	119	15	contributes	contribute	VERB
asir-41262	119	16	significantly	significantly	ADV
asir-41262	119	17	to	to	ADP
asir-41262	119	18	the	the	DET
asir-41262	119	19	field	field	NOUN
asir-41262	119	20	of	of	ADP
asir-41262	119	21	disaster	disaster	NOUN
asir-41262	119	22	risk	risk	NOUN
asir-41262	119	23	management	management	NOUN
asir-41262	119	24	,	,	PUNCT
asir-41262	119	25	offering	offer	VERB
asir-41262	119	26	methodologies	methodology	NOUN
asir-41262	119	27	that	that	PRON
asir-41262	119	28	can	can	AUX
asir-41262	119	29	be	be	AUX
asir-41262	119	30	adapted	adapt	VERB
asir-41262	119	31	and	and	CCONJ
asir-41262	119	32	applied	apply	VERB
asir-41262	119	33	to	to	ADP
asir-41262	119	34	other	other	ADJ
asir-41262	119	35	regions	region	NOUN
asir-41262	119	36	with	with	ADP
asir-41262	119	37	similar	similar	ADJ
asir-41262	119	38	vulnerabilities	vulnerability	NOUN
asir-41262	119	39	.	.	PUNCT
asir-41262	120	1	the	the	DET
asir-41262	120	2	findings	finding	NOUN
asir-41262	120	3	underscore	underscore	VERB
asir-41262	120	4	the	the	DET
asir-41262	120	5	importance	importance	NOUN
asir-41262	120	6	of	of	ADP
asir-41262	120	7	continuing	continue	VERB
asir-41262	120	8	to	to	PART
asir-41262	120	9	refine	refine	VERB
asir-41262	120	10	data	data	NOUN
asir-41262	120	11	collection	collection	NOUN
asir-41262	120	12	and	and	CCONJ
asir-41262	120	13	modeling	model	VERB
asir-41262	120	14	techniques	technique	NOUN
asir-41262	120	15	to	to	PART
asir-41262	120	16	keep	keep	VERB
asir-41262	120	17	pace	pace	NOUN
asir-41262	120	18	with	with	ADP
asir-41262	120	19	environmental	environmental	ADJ
asir-41262	120	20	changes	change	NOUN
asir-41262	120	21	and	and	CCONJ
asir-41262	120	22	urban	urban	ADJ
asir-41262	120	23	development	development	NOUN
asir-41262	120	24	.	.	PUNCT
asir-41262	121	1	5	5	X
asir-41262	121	2	.	.	X
asir-41262	121	3	discussion	discussion	NOUN
asir-41262	121	4	5.1	5.1	NUM
asir-41262	121	5	comparison	comparison	NOUN
asir-41262	121	6	with	with	ADP
asir-41262	121	7	previous	previous	ADJ
asir-41262	121	8	studies	study	NOUN
asir-41262	121	9	the	the	DET
asir-41262	121	10	findings	finding	NOUN
asir-41262	121	11	of	of	ADP
asir-41262	121	12	this	this	DET
asir-41262	121	13	study	study	NOUN
asir-41262	121	14	align	align	VERB
asir-41262	121	15	with	with	ADP
asir-41262	121	16	and	and	CCONJ
asir-41262	121	17	expand	expand	VERB
asir-41262	121	18	upon	upon	SCONJ
asir-41262	121	19	previous	previous	ADJ
asir-41262	121	20	research	research	NOUN
asir-41262	121	21	in	in	ADP
asir-41262	121	22	the	the	DET
asir-41262	121	23	field	field	NOUN
asir-41262	121	24	of	of	ADP
asir-41262	121	25	landslide	landslide	NOUN
asir-41262	121	26	vulnerability	vulnerability	NOUN
asir-41262	121	27	assessment	assessment	NOUN
asir-41262	121	28	.	.	PUNCT
asir-41262	122	1	consistent	consistent	ADJ
asir-41262	122	2	with	with	ADP
asir-41262	122	3	earlier	early	ADJ
asir-41262	122	4	studies	study	NOUN
asir-41262	122	5	,	,	PUNCT
asir-41262	122	6	our	our	PRON
asir-41262	122	7	analysis	analysis	NOUN
asir-41262	122	8	confirms	confirm	VERB
asir-41262	122	9	the	the	DET
asir-41262	122	10	critical	critical	ADJ
asir-41262	122	11	role	role	NOUN
asir-41262	122	12	of	of	ADP
asir-41262	122	13	topographical	topographical	ADJ
asir-41262	122	14	and	and	CCONJ
asir-41262	122	15	soil	soil	NOUN
asir-41262	122	16	characteristics	characteristic	NOUN
asir-41262	122	17	in	in	ADP
asir-41262	122	18	determining	determine	VERB
asir-41262	122	19	landslide	landslide	NOUN
asir-41262	122	20	susceptibility	susceptibility	NOUN
asir-41262	122	21	.	.	PUNCT
asir-41262	123	1	however	however	ADV
asir-41262	123	2	,	,	PUNCT
asir-41262	123	3	where	where	SCONJ
asir-41262	123	4	this	this	DET
asir-41262	123	5	study	study	NOUN
asir-41262	123	6	diverges	diverge	VERB
asir-41262	123	7	is	be	AUX
asir-41262	123	8	in	in	ADP
asir-41262	123	9	its	its	PRON
asir-41262	123	10	integration	integration	NOUN
asir-41262	123	11	of	of	ADP
asir-41262	123	12	advanced	advanced	ADJ
asir-41262	123	13	machine	machine	NOUN
asir-41262	123	14	learning	learn	VERB
asir-41262	123	15	techniques	technique	NOUN
asir-41262	123	16	with	with	ADP
asir-41262	123	17	traditional	traditional	ADJ
asir-41262	123	18	gis	gis	PROPN
asir-41262	123	19	and	and	CCONJ
asir-41262	123	20	ahp	ahp	NOUN
asir-41262	123	21	methods	method	NOUN
asir-41262	123	22	,	,	PUNCT
asir-41262	123	23	offering	offer	VERB
asir-41262	123	24	a	a	DET
asir-41262	123	25	more	more	ADV
asir-41262	123	26	detailed	detailed	ADJ
asir-41262	123	27	and	and	CCONJ
asir-41262	123	28	predictive	predictive	ADJ
asir-41262	123	29	assessment	assessment	NOUN
asir-41262	123	30	of	of	ADP
asir-41262	123	31	landslide	landslide	NOUN
asir-41262	123	32	risks	risk	NOUN
asir-41262	123	33	.	.	PUNCT
asir-41262	124	1	previous	previous	ADJ
asir-41262	124	2	studies	study	NOUN
asir-41262	124	3	,	,	PUNCT
asir-41262	124	4	such	such	ADJ
asir-41262	124	5	as	as	ADP
asir-41262	124	6	those	those	PRON
asir-41262	124	7	by	by	ADP
asir-41262	124	8	smith	smith	PROPN
asir-41262	124	9	et	et	PROPN
asir-41262	124	10	al	al	PROPN
asir-41262	124	11	.	.	PROPN
asir-41262	124	12	(	(	PUNCT
asir-41262	124	13	2019	2019	NUM
asir-41262	124	14	)	)	PUNCT
asir-41262	124	15	,	,	PUNCT
asir-41262	124	16	largely	largely	ADV
asir-41262	124	17	focused	focus	VERB
asir-41262	124	18	on	on	ADP
asir-41262	124	19	static	static	ADJ
asir-41262	124	20	models	model	NOUN
asir-41262	124	21	that	that	PRON
asir-41262	124	22	did	do	AUX
asir-41262	124	23	not	not	PART
asir-41262	124	24	adequately	adequately	ADV
asir-41262	124	25	account	account	VERB
asir-41262	124	26	for	for	ADP
asir-41262	124	27	the	the	DET
asir-41262	124	28	dynamic	dynamic	ADJ
asir-41262	124	29	nature	nature	NOUN
asir-41262	124	30	of	of	ADP
asir-41262	124	31	environmental	environmental	ADJ
asir-41262	124	32	and	and	CCONJ
asir-41262	124	33	human	human	ADJ
asir-41262	124	34	factors	factor	NOUN
asir-41262	124	35	influencing	influence	VERB
asir-41262	124	36	landslides	landslide	NOUN
asir-41262	124	37	.	.	PUNCT
asir-41262	125	1	in	in	ADP
asir-41262	125	2	contrast	contrast	NOUN
asir-41262	125	3	,	,	PUNCT
asir-41262	125	4	this	this	DET
asir-41262	125	5	study	study	NOUN
asir-41262	125	6	leverages	leverage	VERB
asir-41262	125	7	real	real	ADJ
asir-41262	125	8	-	-	PUNCT
asir-41262	125	9	time	time	NOUN
asir-41262	125	10	data	datum	NOUN
asir-41262	125	11	integration	integration	NOUN
asir-41262	125	12	,	,	PUNCT
asir-41262	125	13	enabling	enable	VERB
asir-41262	125	14	a	a	DET
asir-41262	125	15	more	more	ADV
asir-41262	125	16	responsive	responsive	ADJ
asir-41262	125	17	model	model	NOUN
asir-41262	125	18	that	that	PRON
asir-41262	125	19	adapts	adapt	VERB
asir-41262	125	20	to	to	ADP
asir-41262	125	21	changing	change	VERB
asir-41262	125	22	conditions	condition	NOUN
asir-41262	125	23	—	—	PUNCT
asir-41262	125	24	such	such	ADJ
asir-41262	125	25	as	as	ADP
asir-41262	125	26	sudden	sudden	ADJ
asir-41262	125	27	meteorological	meteorological	ADJ
asir-41262	125	28	changes	change	NOUN
asir-41262	125	29	or	or	CCONJ
asir-41262	125	30	rapid	rapid	ADJ
asir-41262	125	31	urban	urban	ADJ
asir-41262	125	32	development	development	NOUN
asir-41262	125	33	—	—	PUNCT
asir-41262	125	34	thereby	thereby	ADV
asir-41262	125	35	enhancing	enhance	VERB
asir-41262	125	36	predictive	predictive	ADJ
asir-41262	125	37	accuracy	accuracy	NOUN
asir-41262	125	38	and	and	CCONJ
asir-41262	125	39	practical	practical	ADJ
asir-41262	125	40	applicability	applicability	NOUN
asir-41262	125	41	.	.	PUNCT
asir-41262	126	1	moreover	moreover	ADV
asir-41262	126	2	,	,	PUNCT
asir-41262	126	3	while	while	SCONJ
asir-41262	126	4	prior	prior	ADJ
asir-41262	126	5	research	research	NOUN
asir-41262	126	6	has	have	AUX
asir-41262	126	7	often	often	ADV
asir-41262	126	8	treated	treat	VERB
asir-41262	126	9	data	datum	NOUN
asir-41262	126	10	sources	source	NOUN
asir-41262	126	11	independently	independently	ADV
asir-41262	126	12	,	,	PUNCT
asir-41262	126	13	this	this	DET
asir-41262	126	14	study	study	NOUN
asir-41262	126	15	synthesizes	synthesize	VERB
asir-41262	126	16	multi	multi	ADJ
asir-41262	126	17	-	-	ADJ
asir-41262	126	18	source	source	NOUN
asir-41262	126	19	data	datum	NOUN
asir-41262	126	20	,	,	PUNCT
asir-41262	126	21	providing	provide	VERB
asir-41262	126	22	a	a	DET
asir-41262	126	23	holistic	holistic	ADJ
asir-41262	126	24	view	view	NOUN
asir-41262	126	25	of	of	ADP
asir-41262	126	26	the	the	DET
asir-41262	126	27	risk	risk	NOUN
asir-41262	126	28	landscape	landscape	NOUN
asir-41262	126	29	.	.	PUNCT
asir-41262	127	1	this	this	DET
asir-41262	127	2	approach	approach	NOUN
asir-41262	127	3	has	have	AUX
asir-41262	127	4	revealed	reveal	VERB
asir-41262	127	5	complex	complex	ADJ
asir-41262	127	6	interdependencies	interdependency	NOUN
asir-41262	127	7	between	between	ADP
asir-41262	127	8	factors	factor	NOUN
asir-41262	127	9	that	that	PRON
asir-41262	127	10	were	be	AUX
asir-41262	127	11	previously	previously	ADV
asir-41262	127	12	considered	consider	VERB
asir-41262	127	13	in	in	ADP
asir-41262	127	14	isolation	isolation	NOUN
asir-41262	127	15	,	,	PUNCT
asir-41262	127	16	such	such	ADJ
asir-41262	127	17	as	as	ADP
asir-41262	127	18	the	the	DET
asir-41262	127	19	interaction	interaction	NOUN
asir-41262	127	20	between	between	ADP
asir-41262	127	21	rainfall	rainfall	NOUN
asir-41262	127	22	patterns	pattern	NOUN
asir-41262	127	23	and	and	CCONJ
asir-41262	127	24	human	human	ADJ
asir-41262	127	25	activities	activity	NOUN
asir-41262	127	26	like	like	ADP
asir-41262	127	27	deforestation	deforestation	NOUN
asir-41262	127	28	.	.	PUNCT
asir-41262	128	1	5.2	5.2	NUM
asir-41262	128	2	implications	implication	NOUN
asir-41262	128	3	of	of	ADP
asir-41262	128	4	findings	finding	NOUN
asir-41262	128	5	for	for	ADP
asir-41262	128	6	urban	urban	ADJ
asir-41262	128	7	planning	planning	NOUN
asir-41262	128	8	and	and	CCONJ
asir-41262	128	9	risk	risk	NOUN
asir-41262	128	10	management	management	NOUN
asir-41262	128	11	the	the	DET
asir-41262	128	12	insights	insight	NOUN
asir-41262	128	13	gained	gain	VERB
asir-41262	128	14	from	from	ADP
asir-41262	128	15	this	this	DET
asir-41262	128	16	study	study	NOUN
asir-41262	128	17	have	have	VERB
asir-41262	128	18	significant	significant	ADJ
asir-41262	128	19	implications	implication	NOUN
asir-41262	128	20	for	for	ADP
asir-41262	128	21	urban	urban	ADJ
asir-41262	128	22	planning	planning	NOUN
asir-41262	128	23	and	and	CCONJ
asir-41262	128	24	risk	risk	NOUN
asir-41262	128	25	management	management	NOUN
asir-41262	128	26	.	.	PUNCT
asir-41262	129	1	the	the	DET
asir-41262	129	2	detailed	detailed	ADJ
asir-41262	129	3	risk	risk	NOUN
asir-41262	129	4	profiles	profile	NOUN
asir-41262	129	5	generated	generate	VERB
asir-41262	129	6	can	can	AUX
asir-41262	129	7	inform	inform	VERB
asir-41262	129	8	more	more	ADV
asir-41262	129	9	nuanced	nuanced	ADJ
asir-41262	129	10	land	land	NOUN
asir-41262	129	11	-	-	PUNCT
asir-41262	129	12	use	use	NOUN
asir-41262	129	13	policies	policy	NOUN
asir-41262	129	14	and	and	CCONJ
asir-41262	129	15	building	building	NOUN
asir-41262	129	16	regulations	regulation	NOUN
asir-41262	129	17	,	,	PUNCT
asir-41262	129	18	especially	especially	ADV
asir-41262	129	19	in	in	ADP
asir-41262	129	20	high	high	ADJ
asir-41262	129	21	-	-	PUNCT
asir-41262	129	22	risk	risk	NOUN
asir-41262	129	23	areas	area	NOUN
asir-41262	129	24	.	.	PUNCT
asir-41262	130	1	urban	urban	ADJ
asir-41262	130	2	planners	planner	NOUN
asir-41262	130	3	can	can	AUX
asir-41262	130	4	use	use	VERB
asir-41262	130	5	these	these	DET
asir-41262	130	6	insights	insight	NOUN
asir-41262	130	7	to	to	PART
asir-41262	130	8	prohibit	prohibit	VERB
asir-41262	130	9	certain	certain	ADJ
asir-41262	130	10	types	type	NOUN
asir-41262	130	11	of	of	ADP
asir-41262	130	12	construction	construction	NOUN
asir-41262	130	13	in	in	ADP
asir-41262	130	14	vulnerable	vulnerable	ADJ
asir-41262	130	15	zones	zone	NOUN
asir-41262	130	16	or	or	CCONJ
asir-41262	130	17	to	to	PART
asir-41262	130	18	mandate	mandate	VERB
asir-41262	130	19	specific	specific	ADJ
asir-41262	130	20	engineering	engineering	NOUN
asir-41262	130	21	controls	control	NOUN
asir-41262	130	22	,	,	PUNCT
asir-41262	130	23	such	such	ADJ
asir-41262	130	24	as	as	ADP
asir-41262	130	25	reinforced	reinforce	VERB
asir-41262	130	26	structures	structure	NOUN
asir-41262	130	27	or	or	CCONJ
asir-41262	130	28	improved	improve	VERB
asir-41262	130	29	drainage	drainage	NOUN
asir-41262	130	30	systems	system	NOUN
asir-41262	130	31	,	,	PUNCT
asir-41262	130	32	to	to	PART
asir-41262	130	33	mitigate	mitigate	VERB
asir-41262	130	34	landslide	landslide	NOUN
asir-41262	130	35	risks	risk	NOUN
asir-41262	130	36	.	.	PUNCT
asir-41262	131	1	additionally	additionally	ADV
asir-41262	131	2	,	,	PUNCT
asir-41262	131	3	the	the	DET
asir-41262	131	4	findings	finding	NOUN
asir-41262	131	5	advocate	advocate	VERB
asir-41262	131	6	for	for	ADP
asir-41262	131	7	the	the	DET
asir-41262	131	8	integration	integration	NOUN
asir-41262	131	9	of	of	ADP
asir-41262	131	10	landslide	landslide	NOUN
asir-41262	131	11	risk	risk	NOUN
asir-41262	131	12	assessment	assessment	NOUN
asir-41262	131	13	into	into	ADP
asir-41262	131	14	the	the	DET
asir-41262	131	15	early	early	ADJ
asir-41262	131	16	stages	stage	NOUN
asir-41262	131	17	of	of	ADP
asir-41262	131	18	urban	urban	ADJ
asir-41262	131	19	development	development	NOUN
asir-41262	131	20	planning	planning	NOUN
asir-41262	131	21	.	.	PUNCT
asir-41262	132	1	this	this	DET
asir-41262	132	2	proactive	proactive	ADJ
asir-41262	132	3	approach	approach	NOUN
asir-41262	132	4	can	can	AUX
asir-41262	132	5	prevent	prevent	VERB
asir-41262	132	6	the	the	DET
asir-41262	132	7	exacerbation	exacerbation	NOUN
asir-41262	132	8	of	of	ADP
asir-41262	132	9	vulnerabilities	vulnerability	NOUN
asir-41262	132	10	through	through	ADP
asir-41262	132	11	inappropriate	inappropriate	ADJ
asir-41262	132	12	land	land	NOUN
asir-41262	132	13	use	use	NOUN
asir-41262	132	14	and	and	CCONJ
asir-41262	132	15	can	can	AUX
asir-41262	132	16	guide	guide	VERB
asir-41262	132	17	the	the	DET
asir-41262	132	18	sustainable	sustainable	ADJ
asir-41262	132	19	development	development	NOUN
asir-41262	132	20	of	of	ADP
asir-41262	132	21	urban	urban	ADJ
asir-41262	132	22	areas	area	NOUN
asir-41262	132	23	,	,	PUNCT
asir-41262	132	24	balancing	balance	VERB
asir-41262	132	25	growth	growth	NOUN
asir-41262	132	26	with	with	ADP
asir-41262	132	27	risk	risk	NOUN
asir-41262	132	28	management	management	NOUN
asir-41262	132	29	.	.	PUNCT
asir-41262	133	1	for	for	ADP
asir-41262	133	2	emergency	emergency	NOUN
asir-41262	133	3	management	management	NOUN
asir-41262	133	4	,	,	PUNCT
asir-41262	133	5	the	the	DET
asir-41262	133	6	predictive	predictive	ADJ
asir-41262	133	7	capabilities	capability	NOUN
asir-41262	133	8	of	of	ADP
asir-41262	133	9	the	the	DET
asir-41262	133	10	model	model	NOUN
asir-41262	133	11	developed	develop	VERB
asir-41262	133	12	in	in	ADP
asir-41262	133	13	this	this	DET
asir-41262	133	14	study	study	NOUN
asir-41262	133	15	enable	enable	VERB
asir-41262	133	16	the	the	DET
asir-41262	133	17	implementation	implementation	NOUN
asir-41262	133	18	of	of	ADP
asir-41262	133	19	advanced	advanced	ADJ
asir-41262	133	20	warning	warning	NOUN
asir-41262	133	21	systems	system	NOUN
asir-41262	133	22	and	and	CCONJ
asir-41262	133	23	the	the	DET
asir-41262	133	24	development	development	NOUN
asir-41262	133	25	of	of	ADP
asir-41262	133	26	targeted	target	VERB
asir-41262	133	27	evacuation	evacuation	NOUN
asir-41262	133	28	plans	plan	NOUN
asir-41262	133	29	.	.	PUNCT
asir-41262	134	1	such	such	ADJ
asir-41262	134	2	systems	system	NOUN
asir-41262	134	3	are	be	AUX
asir-41262	134	4	crucial	crucial	ADJ
asir-41262	134	5	for	for	ADP
asir-41262	134	6	minimizing	minimize	VERB
asir-41262	134	7	human	human	ADJ
asir-41262	134	8	casualties	casualty	NOUN
asir-41262	134	9	during	during	ADP
asir-41262	134	10	landslide	landslide	NOUN
asir-41262	134	11	events	event	NOUN
asir-41262	134	12	,	,	PUNCT
asir-41262	134	13	particularly	particularly	ADV
asir-41262	134	14	in	in	ADP
asir-41262	134	15	densely	densely	ADV
asir-41262	134	16	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	134	17	applied	apply	VERB
asir-41262	134	18	science	science	NOUN
asir-41262	134	19	and	and	CCONJ
asir-41262	134	20	innovative	innovative	ADJ
asir-41262	134	21	research	research	NOUN
asir-41262	134	22	vol	vol	NOUN
asir-41262	134	23	.	.	PROPN
asir-41262	135	1	8	8	NUM
asir-41262	135	2	,	,	PUNCT
asir-41262	135	3	no	no	INTJ
asir-41262	135	4	.	.	NOUN
asir-41262	135	5	3	3	NUM
asir-41262	135	6	,	,	PUNCT
asir-41262	135	7	2024	2024	NUM
asir-41262	135	8	17	17	NUM
asir-41262	135	9	published	publish	VERB
asir-41262	135	10	by	by	ADP
asir-41262	135	11	scholink	scholink	PROPN
asir-41262	135	12	inc	inc	PROPN
asir-41262	135	13	.	.	PROPN
asir-41262	135	14	populated	populated	ADJ
asir-41262	135	15	areas	area	NOUN
asir-41262	135	16	identified	identify	VERB
asir-41262	135	17	as	as	ADP
asir-41262	135	18	high	high	ADJ
asir-41262	135	19	-	-	PUNCT
asir-41262	135	20	risk	risk	NOUN
asir-41262	135	21	.	.	PUNCT
asir-41262	136	1	5.3	5.3	NUM
asir-41262	136	2	limitations	limitation	NOUN
asir-41262	136	3	of	of	ADP
asir-41262	136	4	the	the	DET
asir-41262	136	5	current	current	ADJ
asir-41262	136	6	study	study	NOUN
asir-41262	136	7	despite	despite	SCONJ
asir-41262	136	8	its	its	PRON
asir-41262	136	9	advancements	advancement	NOUN
asir-41262	136	10	,	,	PUNCT
asir-41262	136	11	this	this	DET
asir-41262	136	12	study	study	NOUN
asir-41262	136	13	is	be	AUX
asir-41262	136	14	not	not	PART
asir-41262	136	15	without	without	ADP
asir-41262	136	16	limitations	limitation	NOUN
asir-41262	136	17	.	.	PUNCT
asir-41262	137	1	one	one	NUM
asir-41262	137	2	of	of	ADP
asir-41262	137	3	the	the	DET
asir-41262	137	4	primary	primary	ADJ
asir-41262	137	5	constraints	constraint	NOUN
asir-41262	137	6	is	be	AUX
asir-41262	137	7	the	the	DET
asir-41262	137	8	quality	quality	NOUN
asir-41262	137	9	and	and	CCONJ
asir-41262	137	10	completeness	completeness	NOUN
asir-41262	137	11	of	of	ADP
asir-41262	137	12	the	the	DET
asir-41262	137	13	data	datum	NOUN
asir-41262	137	14	used	use	VERB
asir-41262	137	15	.	.	PUNCT
asir-41262	138	1	while	while	SCONJ
asir-41262	138	2	efforts	effort	NOUN
asir-41262	138	3	were	be	AUX
asir-41262	138	4	made	make	VERB
asir-41262	138	5	to	to	PART
asir-41262	138	6	integrate	integrate	VERB
asir-41262	138	7	a	a	DET
asir-41262	138	8	wide	wide	ADJ
asir-41262	138	9	range	range	NOUN
asir-41262	138	10	of	of	ADP
asir-41262	138	11	data	datum	NOUN
asir-41262	138	12	sources	source	NOUN
asir-41262	138	13	,	,	PUNCT
asir-41262	138	14	the	the	DET
asir-41262	138	15	availability	availability	NOUN
asir-41262	138	16	and	and	CCONJ
asir-41262	138	17	resolution	resolution	NOUN
asir-41262	138	18	of	of	ADP
asir-41262	138	19	data	datum	NOUN
asir-41262	138	20	,	,	PUNCT
asir-41262	138	21	especially	especially	ADV
asir-41262	138	22	in	in	ADP
asir-41262	138	23	less	less	ADJ
asir-41262	138	24	developed	developed	ADJ
asir-41262	138	25	regions	region	NOUN
asir-41262	138	26	,	,	PUNCT
asir-41262	138	27	were	be	AUX
asir-41262	138	28	sometimes	sometimes	ADV
asir-41262	138	29	inadequate	inadequate	ADJ
asir-41262	138	30	,	,	PUNCT
asir-41262	138	31	potentially	potentially	ADV
asir-41262	138	32	affecting	affect	VERB
asir-41262	138	33	the	the	DET
asir-41262	138	34	accuracy	accuracy	NOUN
asir-41262	138	35	of	of	ADP
asir-41262	138	36	the	the	DET
asir-41262	138	37	risk	risk	NOUN
asir-41262	138	38	assessments	assessment	NOUN
asir-41262	138	39	.	.	PUNCT
asir-41262	139	1	moreover	moreover	ADV
asir-41262	139	2	,	,	PUNCT
asir-41262	139	3	while	while	SCONJ
asir-41262	139	4	machine	machine	NOUN
asir-41262	139	5	learning	learning	NOUN
asir-41262	139	6	models	model	NOUN
asir-41262	139	7	provide	provide	VERB
asir-41262	139	8	powerful	powerful	ADJ
asir-41262	139	9	tools	tool	NOUN
asir-41262	139	10	for	for	ADP
asir-41262	139	11	pattern	pattern	NOUN
asir-41262	139	12	recognition	recognition	NOUN
asir-41262	139	13	and	and	CCONJ
asir-41262	139	14	prediction	prediction	NOUN
asir-41262	139	15	,	,	PUNCT
asir-41262	139	16	their	their	PRON
asir-41262	139	17	effectiveness	effectiveness	NOUN
asir-41262	139	18	is	be	AUX
asir-41262	139	19	inherently	inherently	ADV
asir-41262	139	20	dependent	dependent	ADJ
asir-41262	139	21	on	on	ADP
asir-41262	139	22	the	the	DET
asir-41262	139	23	volume	volume	NOUN
asir-41262	139	24	and	and	CCONJ
asir-41262	139	25	quality	quality	NOUN
asir-41262	139	26	of	of	ADP
asir-41262	139	27	the	the	DET
asir-41262	139	28	training	training	NOUN
asir-41262	139	29	data	datum	NOUN
asir-41262	139	30	.	.	PUNCT
asir-41262	140	1	in	in	ADP
asir-41262	140	2	regions	region	NOUN
asir-41262	140	3	where	where	SCONJ
asir-41262	140	4	historical	historical	ADJ
asir-41262	140	5	landslide	landslide	NOUN
asir-41262	140	6	data	datum	NOUN
asir-41262	140	7	are	be	AUX
asir-41262	140	8	sparse	sparse	ADJ
asir-41262	140	9	or	or	CCONJ
asir-41262	140	10	non	non	ADJ
asir-41262	140	11	-	-	ADJ
asir-41262	140	12	systematically	systematically	ADV
asir-41262	140	13	recorded	record	VERB
asir-41262	140	14	,	,	PUNCT
asir-41262	140	15	the	the	DET
asir-41262	140	16	models	model	NOUN
asir-41262	140	17	'	'	PART
asir-41262	140	18	ability	ability	NOUN
asir-41262	140	19	to	to	PART
asir-41262	140	20	predict	predict	VERB
asir-41262	140	21	future	future	ADJ
asir-41262	140	22	occurrences	occurrence	NOUN
asir-41262	140	23	could	could	AUX
asir-41262	140	24	be	be	AUX
asir-41262	140	25	compromised	compromise	VERB
asir-41262	140	26	.	.	PUNCT
asir-41262	141	1	finally	finally	ADV
asir-41262	141	2	,	,	PUNCT
asir-41262	141	3	the	the	DET
asir-41262	141	4	study	study	NOUN
asir-41262	141	5	's	's	PART
asir-41262	141	6	focus	focus	NOUN
asir-41262	141	7	on	on	ADP
asir-41262	141	8	a	a	DET
asir-41262	141	9	specific	specific	ADJ
asir-41262	141	10	urban	urban	ADJ
asir-41262	141	11	area	area	NOUN
asir-41262	141	12	may	may	AUX
asir-41262	141	13	limit	limit	VERB
asir-41262	141	14	the	the	DET
asir-41262	141	15	generalizability	generalizability	NOUN
asir-41262	141	16	of	of	ADP
asir-41262	141	17	the	the	DET
asir-41262	141	18	findings	finding	NOUN
asir-41262	141	19	to	to	ADP
asir-41262	141	20	other	other	ADJ
asir-41262	141	21	regions	region	NOUN
asir-41262	141	22	with	with	ADP
asir-41262	141	23	different	different	ADJ
asir-41262	141	24	environmental	environmental	ADJ
asir-41262	141	25	,	,	PUNCT
asir-41262	141	26	geological	geological	ADJ
asir-41262	141	27	,	,	PUNCT
asir-41262	141	28	and	and	CCONJ
asir-41262	141	29	socio	socio	NOUN
asir-41262	141	30	-	-	PUNCT
asir-41262	141	31	economic	economic	ADJ
asir-41262	141	32	characteristics	characteristic	NOUN
asir-41262	141	33	.	.	PUNCT
asir-41262	142	1	future	future	ADJ
asir-41262	142	2	research	research	NOUN
asir-41262	142	3	should	should	AUX
asir-41262	142	4	aim	aim	VERB
asir-41262	142	5	to	to	PART
asir-41262	142	6	validate	validate	VERB
asir-41262	142	7	and	and	CCONJ
asir-41262	142	8	adapt	adapt	VERB
asir-41262	142	9	the	the	DET
asir-41262	142	10	methodology	methodology	NOUN
asir-41262	142	11	for	for	ADP
asir-41262	142	12	broader	broad	ADJ
asir-41262	142	13	applications	application	NOUN
asir-41262	142	14	,	,	PUNCT
asir-41262	142	15	ensuring	ensure	VERB
asir-41262	142	16	its	its	PRON
asir-41262	142	17	relevance	relevance	NOUN
asir-41262	142	18	across	across	ADP
asir-41262	142	19	varied	varied	ADJ
asir-41262	142	20	geographic	geographic	ADJ
asir-41262	142	21	contexts	contexts	NOUN
asir-41262	142	22	.	.	PUNCT
asir-41262	143	1	in	in	ADP
asir-41262	143	2	conclusion	conclusion	NOUN
asir-41262	143	3	,	,	PUNCT
asir-41262	143	4	while	while	SCONJ
asir-41262	143	5	this	this	DET
asir-41262	143	6	study	study	NOUN
asir-41262	143	7	significantly	significantly	ADV
asir-41262	143	8	contributes	contribute	VERB
asir-41262	143	9	to	to	ADP
asir-41262	143	10	the	the	DET
asir-41262	143	11	field	field	NOUN
asir-41262	143	12	of	of	ADP
asir-41262	143	13	landslide	landslide	NOUN
asir-41262	143	14	risk	risk	NOUN
asir-41262	143	15	assessment	assessment	NOUN
asir-41262	143	16	,	,	PUNCT
asir-41262	143	17	ongoing	ongoing	ADJ
asir-41262	143	18	efforts	effort	NOUN
asir-41262	143	19	are	be	AUX
asir-41262	143	20	needed	need	VERB
asir-41262	143	21	to	to	PART
asir-41262	143	22	refine	refine	VERB
asir-41262	143	23	the	the	DET
asir-41262	143	24	data	datum	NOUN
asir-41262	143	25	inputs	input	NOUN
asir-41262	143	26	and	and	CCONJ
asir-41262	143	27	model	model	NOUN
asir-41262	143	28	configurations	configuration	NOUN
asir-41262	143	29	to	to	PART
asir-41262	143	30	enhance	enhance	VERB
asir-41262	143	31	the	the	DET
asir-41262	143	32	accuracy	accuracy	NOUN
asir-41262	143	33	and	and	CCONJ
asir-41262	143	34	applicability	applicability	NOUN
asir-41262	143	35	of	of	ADP
asir-41262	143	36	the	the	DET
asir-41262	143	37	findings	finding	NOUN
asir-41262	143	38	in	in	ADP
asir-41262	143	39	broader	broad	ADJ
asir-41262	143	40	contexts	context	NOUN
asir-41262	143	41	.	.	PUNCT
asir-41262	144	1	6	6	X
asir-41262	144	2	.	.	X
asir-41262	144	3	conclusion	conclusion	NOUN
asir-41262	144	4	6.1	6.1	NUM
asir-41262	144	5	summary	summary	NOUN
asir-41262	144	6	of	of	ADP
asir-41262	144	7	key	key	ADJ
asir-41262	144	8	findings	finding	NOUN
asir-41262	144	9	this	this	DET
asir-41262	144	10	study	study	NOUN
asir-41262	144	11	has	have	AUX
asir-41262	144	12	successfully	successfully	ADV
asir-41262	144	13	demonstrated	demonstrate	VERB
asir-41262	144	14	the	the	DET
asir-41262	144	15	application	application	NOUN
asir-41262	144	16	of	of	ADP
asir-41262	144	17	integrated	integrate	VERB
asir-41262	144	18	multi	multi	ADJ
asir-41262	144	19	-	-	ADJ
asir-41262	144	20	source	source	NOUN
asir-41262	144	21	data	datum	NOUN
asir-41262	144	22	in	in	ADP
asir-41262	144	23	assessing	assess	VERB
asir-41262	144	24	the	the	DET
asir-41262	144	25	vulnerability	vulnerability	NOUN
asir-41262	144	26	of	of	ADP
asir-41262	144	27	urban	urban	ADJ
asir-41262	144	28	areas	area	NOUN
asir-41262	144	29	to	to	PART
asir-41262	144	30	landslide	landslide	VERB
asir-41262	144	31	hazards	hazard	NOUN
asir-41262	144	32	using	use	VERB
asir-41262	144	33	advanced	advanced	ADJ
asir-41262	144	34	gis	gis	PROPN
asir-41262	144	35	technologies	technology	NOUN
asir-41262	144	36	,	,	PUNCT
asir-41262	144	37	analytic	analytic	ADJ
asir-41262	144	38	hierarchy	hierarchy	NOUN
asir-41262	144	39	process	process	NOUN
asir-41262	144	40	(	(	PUNCT
asir-41262	144	41	ahp	ahp	NOUN
asir-41262	144	42	)	)	PUNCT
asir-41262	144	43	,	,	PUNCT
asir-41262	144	44	and	and	CCONJ
asir-41262	144	45	machine	machine	NOUN
asir-41262	144	46	learning	learning	NOUN
asir-41262	144	47	models	model	NOUN
asir-41262	144	48	.	.	PUNCT
asir-41262	145	1	key	key	ADJ
asir-41262	145	2	findings	finding	NOUN
asir-41262	145	3	from	from	ADP
asir-41262	145	4	this	this	DET
asir-41262	145	5	research	research	NOUN
asir-41262	145	6	include	include	VERB
asir-41262	145	7	:	:	PUNCT
asir-41262	145	8	(	(	PUNCT
asir-41262	145	9	1	1	X
asir-41262	145	10	)	)	PUNCT
asir-41262	145	11	identification	identification	NOUN
asir-41262	145	12	of	of	ADP
asir-41262	145	13	high	high	ADJ
asir-41262	145	14	-	-	PUNCT
asir-41262	145	15	risk	risk	NOUN
asir-41262	145	16	areas	area	NOUN
asir-41262	145	17	:	:	PUNCT
asir-41262	145	18	the	the	DET
asir-41262	145	19	study	study	NOUN
asir-41262	145	20	detailed	detail	VERB
asir-41262	145	21	the	the	DET
asir-41262	145	22	spatial	spatial	ADJ
asir-41262	145	23	distribution	distribution	NOUN
asir-41262	145	24	of	of	ADP
asir-41262	145	25	landslide	landslide	NOUN
asir-41262	145	26	risks	risk	NOUN
asir-41262	145	27	,	,	PUNCT
asir-41262	145	28	highlighting	highlight	VERB
asir-41262	145	29	areas	area	NOUN
asir-41262	145	30	particularly	particularly	ADV
asir-41262	145	31	vulnerable	vulnerable	ADJ
asir-41262	145	32	due	due	ADP
asir-41262	145	33	to	to	ADP
asir-41262	145	34	a	a	DET
asir-41262	145	35	combination	combination	NOUN
asir-41262	145	36	of	of	ADP
asir-41262	145	37	geological	geological	ADJ
asir-41262	145	38	,	,	PUNCT
asir-41262	145	39	topographical	topographical	ADJ
asir-41262	145	40	,	,	PUNCT
asir-41262	145	41	and	and	CCONJ
asir-41262	145	42	human	human	ADJ
asir-41262	145	43	factors	factor	NOUN
asir-41262	145	44	.	.	PUNCT
asir-41262	146	1	(	(	PUNCT
asir-41262	146	2	2	2	X
asir-41262	146	3	)	)	PUNCT
asir-41262	146	4	role	role	NOUN
asir-41262	146	5	of	of	ADP
asir-41262	146	6	human	human	ADJ
asir-41262	146	7	activities	activity	NOUN
asir-41262	146	8	:	:	PUNCT
asir-41262	146	9	significant	significant	ADJ
asir-41262	146	10	correlations	correlation	NOUN
asir-41262	146	11	were	be	AUX
asir-41262	146	12	found	find	VERB
asir-41262	146	13	between	between	ADP
asir-41262	146	14	human	human	ADJ
asir-41262	146	15	activities	activity	NOUN
asir-41262	146	16	,	,	PUNCT
asir-41262	146	17	such	such	ADJ
asir-41262	146	18	as	as	ADP
asir-41262	146	19	deforestation	deforestation	NOUN
asir-41262	146	20	and	and	CCONJ
asir-41262	146	21	unregulated	unregulated	ADJ
asir-41262	146	22	urban	urban	ADJ
asir-41262	146	23	expansion	expansion	NOUN
asir-41262	146	24	,	,	PUNCT
asir-41262	146	25	and	and	CCONJ
asir-41262	146	26	increased	increase	VERB
asir-41262	146	27	landslide	landslide	NOUN
asir-41262	146	28	susceptibility	susceptibility	NOUN
asir-41262	146	29	,	,	PUNCT
asir-41262	146	30	emphasizing	emphasize	VERB
asir-41262	146	31	the	the	DET
asir-41262	146	32	impact	impact	NOUN
asir-41262	146	33	of	of	ADP
asir-41262	146	34	land	land	NOUN
asir-41262	146	35	-	-	PUNCT
asir-41262	146	36	use	use	NOUN
asir-41262	146	37	decisions	decision	NOUN
asir-41262	146	38	on	on	ADP
asir-41262	146	39	natural	natural	ADJ
asir-41262	146	40	hazard	hazard	NOUN
asir-41262	146	41	risks	risk	NOUN
asir-41262	146	42	.	.	PUNCT
asir-41262	147	1	(	(	PUNCT
asir-41262	147	2	3	3	X
asir-41262	147	3	)	)	PUNCT
asir-41262	147	4	effectiveness	effectiveness	NOUN
asir-41262	147	5	of	of	ADP
asir-41262	147	6	data	datum	NOUN
asir-41262	147	7	integration	integration	NOUN
asir-41262	147	8	:	:	PUNCT
asir-41262	147	9	integrating	integrate	VERB
asir-41262	147	10	diverse	diverse	ADJ
asir-41262	147	11	data	datum	NOUN
asir-41262	147	12	sources	source	NOUN
asir-41262	147	13	provided	provide	VERB
asir-41262	147	14	a	a	DET
asir-41262	147	15	comprehensive	comprehensive	ADJ
asir-41262	147	16	view	view	NOUN
asir-41262	147	17	of	of	ADP
asir-41262	147	18	the	the	DET
asir-41262	147	19	risk	risk	NOUN
asir-41262	147	20	landscape	landscape	NOUN
asir-41262	147	21	,	,	PUNCT
asir-41262	147	22	enabling	enable	VERB
asir-41262	147	23	more	more	ADV
asir-41262	147	24	accurate	accurate	ADJ
asir-41262	147	25	predictions	prediction	NOUN
asir-41262	147	26	and	and	CCONJ
asir-41262	147	27	targeted	target	VERB
asir-41262	147	28	mitigation	mitigation	NOUN
asir-41262	147	29	strategies	strategy	NOUN
asir-41262	147	30	.	.	PUNCT
asir-41262	148	1	(	(	PUNCT
asir-41262	148	2	4	4	X
asir-41262	148	3	)	)	PUNCT
asir-41262	148	4	utility	utility	NOUN
asir-41262	148	5	of	of	ADP
asir-41262	148	6	machine	machine	NOUN
asir-41262	148	7	learning	learning	NOUN
asir-41262	148	8	models	model	NOUN
asir-41262	148	9	:	:	PUNCT
asir-41262	148	10	the	the	DET
asir-41262	148	11	machine	machine	NOUN
asir-41262	148	12	learning	learning	NOUN
asir-41262	148	13	models	model	NOUN
asir-41262	148	14	applied	apply	VERB
asir-41262	148	15	proved	prove	VERB
asir-41262	148	16	highly	highly	ADV
asir-41262	148	17	effective	effective	ADJ
asir-41262	148	18	in	in	ADP
asir-41262	148	19	identifying	identify	VERB
asir-41262	148	20	patterns	pattern	NOUN
asir-41262	148	21	and	and	CCONJ
asir-41262	148	22	predicting	predict	VERB
asir-41262	148	23	potential	potential	ADJ
asir-41262	148	24	landslide	landslide	NOUN
asir-41262	148	25	zones	zone	NOUN
asir-41262	148	26	,	,	PUNCT
asir-41262	148	27	outperforming	outperform	VERB
asir-41262	148	28	traditional	traditional	ADJ
asir-41262	148	29	static	static	ADJ
asir-41262	148	30	models	model	NOUN
asir-41262	148	31	.	.	PUNCT
asir-41262	149	1	6.2	6.2	NUM
asir-41262	149	2	recommendations	recommendation	NOUN
asir-41262	149	3	for	for	ADP
asir-41262	149	4	future	future	ADJ
asir-41262	149	5	research	research	NOUN
asir-41262	149	6	while	while	SCONJ
asir-41262	149	7	this	this	DET
asir-41262	149	8	study	study	NOUN
asir-41262	149	9	advances	advance	VERB
asir-41262	149	10	our	our	PRON
asir-41262	149	11	understanding	understanding	NOUN
asir-41262	149	12	of	of	ADP
asir-41262	149	13	landslide	landslide	NOUN
asir-41262	149	14	risks	risk	NOUN
asir-41262	149	15	,	,	PUNCT
asir-41262	149	16	several	several	ADJ
asir-41262	149	17	areas	area	NOUN
asir-41262	149	18	warrant	warrant	VERB
asir-41262	149	19	further	further	ADJ
asir-41262	149	20	investigation	investigation	NOUN
asir-41262	149	21	to	to	PART
asir-41262	149	22	enhance	enhance	VERB
asir-41262	149	23	the	the	DET
asir-41262	149	24	robustness	robustness	NOUN
asir-41262	149	25	and	and	CCONJ
asir-41262	149	26	applicability	applicability	NOUN
asir-41262	149	27	of	of	ADP
asir-41262	149	28	the	the	DET
asir-41262	149	29	findings	finding	NOUN
asir-41262	149	30	:	:	PUNCT
asir-41262	149	31	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-41262	149	32	applied	apply	VERB
asir-41262	149	33	science	science	NOUN
asir-41262	149	34	and	and	CCONJ
asir-41262	149	35	innovative	innovative	ADJ
asir-41262	149	36	research	research	NOUN
asir-41262	149	37	vol	vol	NOUN
asir-41262	149	38	.	.	PROPN
asir-41262	150	1	8	8	NUM
asir-41262	150	2	,	,	PUNCT
asir-41262	150	3	no	no	INTJ
asir-41262	150	4	.	.	NOUN
asir-41262	150	5	3	3	NUM
asir-41262	150	6	,	,	PUNCT
asir-41262	150	7	2024	2024	NUM
asir-41262	150	8	18	18	NUM
asir-41262	150	9	published	publish	VERB
asir-41262	150	10	by	by	ADP
asir-41262	150	11	scholink	scholink	PROPN
asir-41262	150	12	inc	inc	PROPN
asir-41262	150	13	.	.	PROPN
asir-41262	151	1	(	(	PUNCT
asir-41262	151	2	1	1	X
asir-41262	151	3	)	)	PUNCT
asir-41262	151	4	expansion	expansion	NOUN
asir-41262	151	5	of	of	ADP
asir-41262	151	6	data	datum	NOUN
asir-41262	151	7	sources	source	NOUN
asir-41262	151	8	:	:	PUNCT
asir-41262	151	9	future	future	ADJ
asir-41262	151	10	studies	study	NOUN
asir-41262	151	11	should	should	AUX
asir-41262	151	12	incorporate	incorporate	VERB
asir-41262	151	13	more	more	ADV
asir-41262	151	14	diverse	diverse	ADJ
asir-41262	151	15	and	and	CCONJ
asir-41262	151	16	real	real	ADJ
asir-41262	151	17	-	-	PUNCT
asir-41262	151	18	time	time	NOUN
asir-41262	151	19	data	datum	NOUN
asir-41262	151	20	sources	source	NOUN
asir-41262	151	21	,	,	PUNCT
asir-41262	151	22	such	such	ADJ
asir-41262	151	23	as	as	ADP
asir-41262	151	24	iot	iot	PROPN
asir-41262	151	25	sensor	sensor	NOUN
asir-41262	151	26	data	datum	NOUN
asir-41262	151	27	,	,	PUNCT
asir-41262	151	28	which	which	PRON
asir-41262	151	29	can	can	AUX
asir-41262	151	30	provide	provide	VERB
asir-41262	151	31	continuous	continuous	ADJ
asir-41262	151	32	monitoring	monitoring	NOUN
asir-41262	151	33	of	of	ADP
asir-41262	151	34	critical	critical	ADJ
asir-41262	151	35	risk	risk	NOUN
asir-41262	151	36	factors	factor	NOUN
asir-41262	151	37	like	like	ADP
asir-41262	151	38	soil	soil	NOUN
asir-41262	151	39	moisture	moisture	NOUN
asir-41262	151	40	and	and	CCONJ
asir-41262	151	41	ground	ground	NOUN
asir-41262	151	42	movement	movement	NOUN
asir-41262	151	43	.	.	PUNCT
asir-41262	152	1	(	(	PUNCT
asir-41262	152	2	2	2	X
asir-41262	152	3	)	)	PUNCT
asir-41262	152	4	cross	cross	ADJ
asir-41262	152	5	-	-	ADJ
asir-41262	152	6	regional	regional	ADJ
asir-41262	152	7	studies	study	NOUN
asir-41262	152	8	:	:	PUNCT
asir-41262	152	9	conducting	conduct	VERB
asir-41262	152	10	similar	similar	ADJ
asir-41262	152	11	studies	study	NOUN
asir-41262	152	12	in	in	ADP
asir-41262	152	13	other	other	ADJ
asir-41262	152	14	regions	region	NOUN
asir-41262	152	15	with	with	ADP
asir-41262	152	16	different	different	ADJ
asir-41262	152	17	environmental	environmental	ADJ
asir-41262	152	18	and	and	CCONJ
asir-41262	152	19	socio	socio	NOUN
asir-41262	152	20	-	-	PUNCT
asir-41262	152	21	economic	economic	ADJ
asir-41262	152	22	conditions	condition	NOUN
asir-41262	152	23	would	would	AUX
asir-41262	152	24	help	help	VERB
asir-41262	152	25	validate	validate	VERB
asir-41262	152	26	the	the	DET
asir-41262	152	27	adaptability	adaptability	NOUN
asir-41262	152	28	and	and	CCONJ
asir-41262	152	29	scalability	scalability	NOUN
asir-41262	152	30	of	of	ADP
asir-41262	152	31	the	the	DET
asir-41262	152	32	models	model	NOUN
asir-41262	152	33	used	use	VERB
asir-41262	152	34	.	.	PUNCT
asir-41262	153	1	(	(	PUNCT
asir-41262	153	2	3	3	X
asir-41262	153	3	)	)	PUNCT
asir-41262	153	4	development	development	NOUN
asir-41262	153	5	of	of	ADP
asir-41262	153	6	real	real	ADJ
asir-41262	153	7	-	-	PUNCT
asir-41262	153	8	time	time	NOUN
asir-41262	153	9	prediction	prediction	NOUN
asir-41262	153	10	models	model	NOUN
asir-41262	153	11	:	:	PUNCT
asir-41262	153	12	there	there	PRON
asir-41262	153	13	is	be	VERB
asir-41262	153	14	a	a	DET
asir-41262	153	15	need	need	NOUN
asir-41262	153	16	to	to	PART
asir-41262	153	17	develop	develop	VERB
asir-41262	153	18	dynamic	dynamic	ADJ
asir-41262	153	19	models	model	NOUN
asir-41262	153	20	that	that	PRON
asir-41262	153	21	not	not	PART
asir-41262	153	22	only	only	ADV
asir-41262	153	23	assess	assess	NOUN
asir-41262	153	24	but	but	CCONJ
asir-41262	153	25	also	also	ADV
asir-41262	153	26	predict	predict	VERB
asir-41262	153	27	landslides	landslide	NOUN
asir-41262	153	28	in	in	ADP
asir-41262	153	29	real	real	ADJ
asir-41262	153	30	-	-	PUNCT
asir-41262	153	31	time	time	NOUN
asir-41262	153	32	,	,	PUNCT
asir-41262	153	33	incorporating	incorporate	VERB
asir-41262	153	34	live	live	ADJ
asir-41262	153	35	weather	weather	NOUN
asir-41262	153	36	data	datum	NOUN
asir-41262	153	37	and	and	CCONJ
asir-41262	153	38	ground	ground	NOUN
asir-41262	153	39	surveillance	surveillance	NOUN
asir-41262	153	40	to	to	PART
asir-41262	153	41	provide	provide	VERB
asir-41262	153	42	immediate	immediate	ADJ
asir-41262	153	43	warnings	warning	NOUN
asir-41262	153	44	.	.	PUNCT
asir-41262	154	1	(	(	PUNCT
asir-41262	154	2	4	4	X
asir-41262	154	3	)	)	PUNCT
asir-41262	154	4	longitudinal	longitudinal	ADJ
asir-41262	154	5	studies	study	NOUN
asir-41262	154	6	:	:	PUNCT
asir-41262	154	7	long	long	ADJ
asir-41262	154	8	-	-	PUNCT
asir-41262	154	9	term	term	NOUN
asir-41262	154	10	studies	study	NOUN
asir-41262	154	11	examining	examine	VERB
asir-41262	154	12	the	the	DET
asir-41262	154	13	effectiveness	effectiveness	NOUN
asir-41262	154	14	of	of	ADP
asir-41262	154	15	different	different	ADJ
asir-41262	154	16	mitigation	mitigation	NOUN
asir-41262	154	17	strategies	strategy	NOUN
asir-41262	154	18	over	over	ADP
asir-41262	154	19	time	time	NOUN
asir-41262	154	20	would	would	AUX
asir-41262	154	21	provide	provide	VERB
asir-41262	154	22	deeper	deep	ADJ
asir-41262	154	23	insights	insight	NOUN
asir-41262	154	24	into	into	ADP
asir-41262	154	25	their	their	PRON
asir-41262	154	26	sustainability	sustainability	NOUN
asir-41262	154	27	and	and	CCONJ
asir-41262	154	28	cost	cost	NOUN
asir-41262	154	29	-	-	PUNCT
asir-41262	154	30	effectiveness	effectiveness	NOUN
asir-41262	154	31	.	.	PUNCT
asir-41262	155	1	6.3	6.3	NUM
asir-41262	155	2	potential	potential	ADJ
asir-41262	155	3	policy	policy	NOUN
asir-41262	155	4	changes	change	NOUN
asir-41262	155	5	and	and	CCONJ
asir-41262	155	6	implementation	implementation	VERB
asir-41262	155	7	the	the	DET
asir-41262	155	8	findings	finding	NOUN
asir-41262	155	9	from	from	ADP
asir-41262	155	10	this	this	DET
asir-41262	155	11	study	study	NOUN
asir-41262	155	12	necessitate	necessitate	ADJ
asir-41262	155	13	several	several	ADJ
asir-41262	155	14	policy	policy	NOUN
asir-41262	155	15	changes	change	NOUN
asir-41262	155	16	and	and	CCONJ
asir-41262	155	17	implementations	implementation	NOUN
asir-41262	155	18	to	to	PART
asir-41262	155	19	enhance	enhance	VERB
asir-41262	155	20	urban	urban	ADJ
asir-41262	155	21	resilience	resilience	NOUN
asir-41262	155	22	against	against	ADP
asir-41262	155	23	landslides	landslide	NOUN
asir-41262	155	24	:	:	PUNCT
asir-41262	155	25	(	(	PUNCT
asir-41262	155	26	1	1	X
asir-41262	155	27	)	)	PUNCT
asir-41262	155	28	stricter	strict	ADJ
asir-41262	155	29	zoning	zoning	NOUN
asir-41262	155	30	laws	law	NOUN
asir-41262	155	31	:	:	PUNCT
asir-41262	155	32	policymakers	policymaker	NOUN
asir-41262	155	33	should	should	AUX
asir-41262	155	34	consider	consider	VERB
asir-41262	155	35	revising	revise	VERB
asir-41262	155	36	zoning	zoning	NOUN
asir-41262	155	37	laws	law	NOUN
asir-41262	155	38	to	to	PART
asir-41262	155	39	restrict	restrict	VERB
asir-41262	155	40	development	development	NOUN
asir-41262	155	41	in	in	ADP
asir-41262	155	42	high	high	ADJ
asir-41262	155	43	-	-	PUNCT
asir-41262	155	44	risk	risk	NOUN
asir-41262	155	45	areas	area	NOUN
asir-41262	155	46	identified	identify	VERB
asir-41262	155	47	in	in	ADP
asir-41262	155	48	the	the	DET
asir-41262	155	49	study	study	NOUN
asir-41262	155	50	,	,	PUNCT
asir-41262	155	51	requiring	require	VERB
asir-41262	155	52	more	more	ADV
asir-41262	155	53	stringent	stringent	ADJ
asir-41262	155	54	environmental	environmental	ADJ
asir-41262	155	55	impact	impact	NOUN
asir-41262	155	56	assessments	assessment	NOUN
asir-41262	155	57	for	for	ADP
asir-41262	155	58	new	new	ADJ
asir-41262	155	59	developments	development	NOUN
asir-41262	155	60	.	.	PUNCT
asir-41262	156	1	(	(	PUNCT
asir-41262	156	2	2	2	X
asir-41262	156	3	)	)	PUNCT
asir-41262	156	4	enforcement	enforcement	NOUN
asir-41262	156	5	of	of	ADP
asir-41262	156	6	building	building	NOUN
asir-41262	156	7	codes	code	NOUN
asir-41262	156	8	:	:	PUNCT
asir-41262	156	9	updating	update	VERB
asir-41262	156	10	building	building	NOUN
asir-41262	156	11	codes	code	NOUN
asir-41262	156	12	to	to	PART
asir-41262	156	13	include	include	VERB
asir-41262	156	14	landslide	landslide	NOUN
asir-41262	156	15	risk	risk	NOUN
asir-41262	156	16	mitigation	mitigation	NOUN
asir-41262	156	17	measures	measure	NOUN
asir-41262	156	18	such	such	ADJ
asir-41262	156	19	as	as	ADP
asir-41262	156	20	slope	slope	NOUN
asir-41262	156	21	stabilization	stabilization	NOUN
asir-41262	156	22	and	and	CCONJ
asir-41262	156	23	enhanced	enhance	VERB
asir-41262	156	24	drainage	drainage	NOUN
asir-41262	156	25	systems	system	NOUN
asir-41262	156	26	in	in	ADP
asir-41262	156	27	new	new	ADJ
asir-41262	156	28	constructions	construction	NOUN
asir-41262	156	29	and	and	CCONJ
asir-41262	156	30	existing	exist	VERB
asir-41262	156	31	structures	structure	NOUN
asir-41262	156	32	.	.	PUNCT
asir-41262	157	1	(	(	PUNCT
asir-41262	157	2	3	3	X
asir-41262	157	3	)	)	PUNCT
asir-41262	157	4	public	public	ADJ
asir-41262	157	5	awareness	awareness	NOUN
asir-41262	157	6	campaigns	campaign	NOUN
asir-41262	157	7	:	:	PUNCT
asir-41262	157	8	increasing	increase	VERB
asir-41262	157	9	public	public	ADJ
asir-41262	157	10	awareness	awareness	NOUN
asir-41262	157	11	and	and	CCONJ
asir-41262	157	12	preparedness	preparedness	NOUN
asir-41262	157	13	through	through	ADP
asir-41262	157	14	education	education	NOUN
asir-41262	157	15	campaigns	campaign	NOUN
asir-41262	157	16	that	that	PRON
asir-41262	157	17	inform	inform	VERB
asir-41262	157	18	residents	resident	NOUN
asir-41262	157	19	of	of	ADP
asir-41262	157	20	the	the	DET
asir-41262	157	21	risks	risk	NOUN
asir-41262	157	22	and	and	CCONJ
asir-41262	157	23	appropriate	appropriate	ADJ
asir-41262	157	24	safety	safety	NOUN
asir-41262	157	25	measures	measure	NOUN
asir-41262	157	26	during	during	ADP
asir-41262	157	27	landslide	landslide	NOUN
asir-41262	157	28	events	event	NOUN
asir-41262	157	29	.	.	PUNCT
asir-41262	158	1	(	(	PUNCT
asir-41262	158	2	4	4	X
asir-41262	158	3	)	)	PUNCT
asir-41262	158	4	emergency	emergency	NOUN
asir-41262	158	5	response	response	NOUN
asir-41262	158	6	plans	plan	NOUN
asir-41262	158	7	:	:	PUNCT
asir-41262	158	8	developing	develop	VERB
asir-41262	158	9	and	and	CCONJ
asir-41262	158	10	refining	refine	VERB
asir-41262	158	11	emergency	emergency	NOUN
asir-41262	158	12	response	response	NOUN
asir-41262	158	13	and	and	CCONJ
asir-41262	158	14	evacuation	evacuation	NOUN
asir-41262	158	15	plans	plan	NOUN
asir-41262	158	16	specifically	specifically	ADV
asir-41262	158	17	tailored	tailor	VERB
asir-41262	158	18	to	to	ADP
asir-41262	158	19	the	the	DET
asir-41262	158	20	high	high	ADJ
asir-41262	158	21	-	-	PUNCT
asir-41262	158	22	risk	risk	NOUN
asir-41262	158	23	zones	zone	NOUN
asir-41262	158	24	,	,	PUNCT
asir-41262	158	25	ensuring	ensure	VERB
asir-41262	158	26	that	that	SCONJ
asir-41262	158	27	these	these	DET
asir-41262	158	28	plans	plan	NOUN
asir-41262	158	29	are	be	AUX
asir-41262	158	30	well	well	ADV
asir-41262	158	31	communicated	communicate	VERB
asir-41262	158	32	and	and	CCONJ
asir-41262	158	33	practiced	practice	VERB
asir-41262	158	34	regularly	regularly	ADV
asir-41262	158	35	.	.	PUNCT
asir-41262	159	1	in	in	ADP
asir-41262	159	2	conclusion	conclusion	NOUN
asir-41262	159	3	,	,	PUNCT
asir-41262	159	4	this	this	DET
asir-41262	159	5	comprehensive	comprehensive	ADJ
asir-41262	159	6	study	study	NOUN
asir-41262	159	7	provides	provide	VERB
asir-41262	159	8	a	a	DET
asir-41262	159	9	valuable	valuable	ADJ
asir-41262	159	10	framework	framework	NOUN
asir-41262	159	11	for	for	ADP
asir-41262	159	12	understanding	understanding	NOUN
asir-41262	159	13	and	and	CCONJ
asir-41262	159	14	managing	manage	VERB
asir-41262	159	15	landslide	landslide	NOUN
asir-41262	159	16	risks	risk	NOUN
asir-41262	159	17	in	in	ADP
asir-41262	159	18	urban	urban	ADJ
asir-41262	159	19	environments	environment	NOUN
asir-41262	159	20	.	.	PUNCT
asir-41262	160	1	the	the	DET
asir-41262	160	2	integration	integration	NOUN
asir-41262	160	3	of	of	ADP
asir-41262	160	4	advanced	advanced	ADJ
asir-41262	160	5	analytical	analytical	ADJ
asir-41262	160	6	techniques	technique	NOUN
asir-41262	160	7	with	with	ADP
asir-41262	160	8	traditional	traditional	ADJ
asir-41262	160	9	risk	risk	NOUN
asir-41262	160	10	assessment	assessment	NOUN
asir-41262	160	11	methods	method	NOUN
asir-41262	160	12	offers	offer	VERB
asir-41262	160	13	a	a	DET
asir-41262	160	14	more	more	ADV
asir-41262	160	15	dynamic	dynamic	ADJ
asir-41262	160	16	and	and	CCONJ
asir-41262	160	17	effective	effective	ADJ
asir-41262	160	18	approach	approach	NOUN
asir-41262	160	19	to	to	ADP
asir-41262	160	20	natural	natural	ADJ
asir-41262	160	21	disaster	disaster	NOUN
asir-41262	160	22	management	management	NOUN
asir-41262	160	23	,	,	PUNCT
asir-41262	160	24	ultimately	ultimately	ADV
asir-41262	160	25	aiming	aim	VERB
asir-41262	160	26	to	to	PART
asir-41262	160	27	safeguard	safeguard	VERB
asir-41262	160	28	lives	life	NOUN
asir-41262	160	29	and	and	CCONJ
asir-41262	160	30	infrastructure	infrastructure	NOUN
asir-41262	160	31	.	.	PUNCT
asir-41262	161	1	the	the	DET
asir-41262	161	2	recommendations	recommendation	NOUN
asir-41262	161	3	outlined	outline	VERB
asir-41262	161	4	aim	aim	VERB
asir-41262	161	5	to	to	PART
asir-41262	161	6	guide	guide	VERB
asir-41262	161	7	future	future	ADJ
asir-41262	161	8	research	research	NOUN
asir-41262	161	9	and	and	CCONJ
asir-41262	161	10	inform	inform	VERB
asir-41262	161	11	policy	policy	NOUN
asir-41262	161	12	decisions	decision	NOUN
asir-41262	161	13	,	,	PUNCT
asir-41262	161	14	contributing	contribute	VERB
asir-41262	161	15	to	to	PART
asir-41262	161	16	safer	safe	ADJ
asir-41262	161	17	and	and	CCONJ
asir-41262	161	18	more	more	ADV
asir-41262	161	19	resilient	resilient	ADJ
asir-41262	161	20	urban	urban	ADJ
asir-41262	161	21	planning	planning	NOUN
asir-41262	161	22	and	and	CCONJ
asir-41262	161	23	development	development	NOUN
asir-41262	161	24	practices	practice	NOUN
asir-41262	161	25	.	.	PUNCT
asir-41262	162	1	acknowledgement	acknowledgement	NOUN
asir-41262	162	2	thanks	thank	NOUN
asir-41262	162	3	for	for	ADP
asir-41262	162	4	the	the	DET
asir-41262	162	5	support	support	NOUN
asir-41262	162	6	of	of	ADP
asir-41262	162	7	southwest	southwest	PROPN
asir-41262	162	8	jiaotong	jiaotong	PROPN
asir-41262	162	9	university	university	PROPN
asir-41262	162	10	hope	hope	PROPN
asir-41262	162	11	college	college	PROPN
asir-41262	162	12	2024	2024	NUM
asir-41262	162	13	school	school	NOUN
asir-41262	162	14	-	-	PUNCT
asir-41262	162	15	level	level	NOUN
asir-41262	162	16	youth	youth	NOUN
asir-41262	162	17	scientific	scientific	ADJ
asir-41262	162	18	research	research	NOUN
asir-41262	162	19	project	project	NOUN
asir-41262	162	20	(	(	PUNCT
asir-41262	162	21	project	project	NOUN
asir-41262	162	22	name	name	NOUN
asir-41262	162	23	:	:	PUNCT
asir-41262	162	24	regional	regional	ADJ
asir-41262	162	25	landslide	landslide	NOUN
asir-41262	162	26	hazard	hazard	NOUN
asir-41262	162	27	risk	risk	NOUN
asir-41262	162	28	assessment	assessment	NOUN
asir-41262	162	29	based	base	VERB
asir-41262	162	30	on	on	ADP
asir-41262	162	31	gis	gis	PROPN
asir-41262	162	32	)	)	PUNCT
asir-41262	162	33	.	.	PUNCT
asir-41262	163	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-41262	163	2	applied	apply	VERB
asir-41262	163	3	science	science	NOUN
asir-41262	163	4	and	and	CCONJ
asir-41262	163	5	innovative	innovative	ADJ
asir-41262	163	6	research	research	NOUN
asir-41262	163	7	vol	vol	NOUN
asir-41262	163	8	.	.	PROPN
asir-41262	164	1	8	8	NUM
asir-41262	164	2	,	,	PUNCT
asir-41262	164	3	no	no	INTJ
asir-41262	164	4	.	.	NOUN
asir-41262	164	5	3	3	NUM
asir-41262	164	6	,	,	PUNCT
asir-41262	164	7	2024	2024	NUM
asir-41262	164	8	19	19	NUM
asir-41262	164	9	published	publish	VERB
asir-41262	164	10	by	by	ADP
asir-41262	164	11	scholink	scholink	PROPN
asir-41262	164	12	inc	inc	PROPN
asir-41262	164	13	.	.	PROPN
asir-41262	164	14	references	references	PROPN
asir-41262	164	15	lee	lee	PROPN
asir-41262	164	16	,	,	PUNCT
asir-41262	164	17	s.	s.	PROPN
asir-41262	164	18	,	,	PUNCT
asir-41262	164	19	&	&	CCONJ
asir-41262	164	20	talib	talib	PROPN
asir-41262	164	21	,	,	PUNCT
asir-41262	164	22	j.	j.	PROPN
asir-41262	164	23	a.	a.	PROPN
asir-41262	164	24	(	(	PUNCT
asir-41262	164	25	2020	2020	NUM
asir-41262	164	26	)	)	PUNCT
asir-41262	164	27	.	.	PUNCT
asir-41262	165	1	evaluating	evaluate	VERB
asir-41262	165	2	the	the	DET
asir-41262	165	3	effectiveness	effectiveness	NOUN
asir-41262	165	4	of	of	ADP
asir-41262	165	5	machine	machine	NOUN
asir-41262	165	6	learning	learn	VERB
asir-41262	165	7	techniques	technique	NOUN
asir-41262	165	8	in	in	ADP
asir-41262	165	9	landslide	landslide	NOUN
asir-41262	165	10	susceptibility	susceptibility	NOUN
asir-41262	165	11	modeling	modeling	NOUN
asir-41262	165	12	in	in	ADP
asir-41262	165	13	the	the	DET
asir-41262	165	14	asian	asian	ADJ
asir-41262	165	15	region	region	NOUN
asir-41262	165	16	.	.	PUNCT
asir-41262	166	1	journal	journal	PROPN
asir-41262	166	2	of	of	ADP
asir-41262	166	3	geosciences	geoscience	NOUN
asir-41262	166	4	,	,	PUNCT
asir-41262	166	5	65(3	65(3	NUM
asir-41262	166	6	)	)	PUNCT
asir-41262	166	7	,	,	PUNCT
asir-41262	166	8	1031	1031	NUM
asir-41262	166	9	-	-	SYM
asir-41262	166	10	1045	1045	NUM
asir-41262	166	11	.	.	PUNCT
asir-41262	167	1	patel	patel	PROPN
asir-41262	167	2	,	,	PUNCT
asir-41262	167	3	n.	n.	PROPN
asir-41262	167	4	,	,	PUNCT
asir-41262	167	5	&	&	CCONJ
asir-41262	167	6	narayanan	narayanan	PROPN
asir-41262	167	7	,	,	PUNCT
asir-41262	167	8	a.	a.	NOUN
asir-41262	167	9	(	(	PUNCT
asir-41262	167	10	2023	2023	NUM
asir-41262	167	11	)	)	PUNCT
asir-41262	167	12	.	.	PUNCT
asir-41262	168	1	real	real	ADJ
asir-41262	168	2	-	-	PUNCT
asir-41262	168	3	time	time	NOUN
asir-41262	168	4	landslide	landslide	NOUN
asir-41262	168	5	risk	risk	NOUN
asir-41262	168	6	monitoring	monitoring	NOUN
asir-41262	168	7	and	and	CCONJ
asir-41262	168	8	management	management	NOUN
asir-41262	168	9	using	use	VERB
asir-41262	168	10	iot	iot	ADJ
asir-41262	168	11	technology	technology	NOUN
asir-41262	168	12	.	.	PUNCT
asir-41262	169	1	journal	journal	PROPN
asir-41262	169	2	of	of	ADP
asir-41262	169	3	natural	natural	ADJ
asir-41262	169	4	hazards	hazard	NOUN
asir-41262	169	5	and	and	CCONJ
asir-41262	169	6	earth	earth	NOUN
asir-41262	169	7	system	system	NOUN
asir-41262	169	8	sciences	science	NOUN
asir-41262	169	9	,	,	PUNCT
asir-41262	169	10	21(4	21(4	NUM
asir-41262	169	11	)	)	PUNCT
asir-41262	169	12	,	,	PUNCT
asir-41262	169	13	1175	1175	NUM
asir-41262	169	14	-	-	SYM
asir-41262	169	15	1192	1192	NUM
asir-41262	169	16	.	.	PUNCT
asir-41262	170	1	saaty	saaty	NOUN
asir-41262	170	2	,	,	PUNCT
asir-41262	170	3	t.	t.	PROPN
asir-41262	170	4	l.	l.	PROPN
asir-41262	170	5	(	(	PUNCT
asir-41262	170	6	2019	2019	NUM
asir-41262	170	7	)	)	PUNCT
asir-41262	170	8	.	.	PUNCT
asir-41262	171	1	decision	decision	NOUN
asir-41262	171	2	making	make	VERB
asir-41262	171	3	with	with	ADP
asir-41262	171	4	the	the	DET
asir-41262	171	5	analytic	analytic	ADJ
asir-41262	171	6	hierarchy	hierarchy	NOUN
asir-41262	171	7	process	process	NOUN
asir-41262	171	8	.	.	PUNCT
asir-41262	172	1	international	international	ADJ
asir-41262	172	2	journal	journal	PROPN
asir-41262	172	3	of	of	ADP
asir-41262	172	4	services	services	PROPN
asir-41262	172	5	sciences	science	NOUN
asir-41262	172	6	,	,	PUNCT
asir-41262	172	7	1(1	1(1	NUM
asir-41262	172	8	)	)	PUNCT
asir-41262	172	9	,	,	PUNCT
asir-41262	172	10	83	83	NUM
asir-41262	172	11	-	-	SYM
asir-41262	172	12	98	98	NUM
asir-41262	172	13	.	.	PUNCT
asir-41262	173	1	smith	smith	PROPN
asir-41262	173	2	,	,	PUNCT
asir-41262	173	3	j.	j.	PROPN
asir-41262	173	4	,	,	PUNCT
asir-41262	173	5	zhang	zhang	PROPN
asir-41262	173	6	,	,	PUNCT
asir-41262	173	7	p.	p.	PROPN
asir-41262	173	8	,	,	PUNCT
asir-41262	173	9	&	&	CCONJ
asir-41262	173	10	khan	khan	PROPN
asir-41262	173	11	,	,	PUNCT
asir-41262	173	12	s.	s.	PROPN
asir-41262	173	13	(	(	PUNCT
asir-41262	173	14	2021	2021	NUM
asir-41262	173	15	)	)	PUNCT
asir-41262	173	16	.	.	PUNCT
asir-41262	174	1	a	a	DET
asir-41262	174	2	comparative	comparative	ADJ
asir-41262	174	3	analysis	analysis	NOUN
asir-41262	174	4	of	of	ADP
asir-41262	174	5	ahp	ahp	NOUN
asir-41262	174	6	and	and	CCONJ
asir-41262	174	7	other	other	ADJ
asir-41262	174	8	multi	multi	ADJ
asir-41262	174	9	-	-	ADJ
asir-41262	174	10	criteria	criterion	NOUN
asir-41262	174	11	decision	decision	NOUN
asir-41262	174	12	-	-	PUNCT
asir-41262	174	13	making	make	VERB
asir-41262	174	14	techniques	technique	NOUN
asir-41262	174	15	in	in	ADP
asir-41262	174	16	landslide	landslide	NOUN
asir-41262	174	17	susceptibility	susceptibility	NOUN
asir-41262	174	18	mapping	mapping	NOUN
asir-41262	174	19	.	.	PUNCT
asir-41262	175	1	environmental	environmental	ADJ
asir-41262	175	2	earth	earth	PROPN
asir-41262	175	3	sciences	sciences	PROPN
asir-41262	175	4	,	,	PUNCT
asir-41262	175	5	79(8	79(8	NUM
asir-41262	175	6	)	)	PUNCT
asir-41262	175	7	,	,	PUNCT
asir-41262	175	8	244	244	NUM
asir-41262	175	9	.	.	PUNCT
asir-41262	176	1	van	van	PROPN
asir-41262	176	2	westen	westen	PROPN
asir-41262	176	3	,	,	PUNCT
asir-41262	176	4	c.	c.	PROPN
asir-41262	176	5	j.	j.	PROPN
asir-41262	176	6	,	,	PUNCT
asir-41262	176	7	castellanos	castellanos	PROPN
asir-41262	176	8	abella	abella	PROPN
asir-41262	176	9	,	,	PUNCT
asir-41262	176	10	e.	e.	PROPN
asir-41262	176	11	a.	a.	PROPN
asir-41262	176	12	,	,	PUNCT
asir-41262	176	13	&	&	CCONJ
asir-41262	176	14	sekhar	sekhar	PROPN
asir-41262	176	15	,	,	PUNCT
asir-41262	176	16	l.	l.	PROPN
asir-41262	176	17	k.	k.	PROPN
asir-41262	176	18	(	(	PUNCT
asir-41262	176	19	2019	2019	NUM
asir-41262	176	20	)	)	PUNCT
asir-41262	176	21	.	.	PUNCT
asir-41262	177	1	landslide	landslide	NOUN
asir-41262	177	2	risk	risk	NOUN
asir-41262	177	3	assessment	assessment	NOUN
asir-41262	177	4	:	:	PUNCT
asir-41262	177	5	a	a	DET
asir-41262	177	6	summary	summary	NOUN
asir-41262	177	7	of	of	ADP
asir-41262	177	8	present	present	ADJ
asir-41262	177	9	practices	practice	NOUN
asir-41262	177	10	and	and	CCONJ
asir-41262	177	11	recent	recent	ADJ
asir-41262	177	12	developments	development	NOUN
asir-41262	177	13	.	.	PUNCT
asir-41262	178	1	engineering	engineering	NOUN
asir-41262	178	2	geology	geology	NOUN
asir-41262	178	3	,	,	PUNCT
asir-41262	178	4	102(3	102(3	NUM
asir-41262	178	5	-	-	SYM
asir-41262	178	6	4	4	NUM
asir-41262	178	7	)	)	PUNCT
asir-41262	178	8	,	,	PUNCT
asir-41262	178	9	112	112	NUM
asir-41262	178	10	-	-	SYM
asir-41262	178	11	131	131	NUM
asir-41262	178	12	.	.	PUNCT
asir-41262	179	1	zhou	zhou	PROPN
asir-41262	179	2	,	,	PUNCT
asir-41262	179	3	g.	g.	PROPN
asir-41262	179	4	,	,	PUNCT
asir-41262	179	5	esposito	esposito	PROPN
asir-41262	179	6	,	,	PUNCT
asir-41262	179	7	c.	c.	PROPN
asir-41262	179	8	,	,	PUNCT
asir-41262	179	9	&	&	CCONJ
asir-41262	179	10	maio	maio	PROPN
asir-41262	179	11	,	,	PUNCT
asir-41262	179	12	r.	r.	PROPN
asir-41262	179	13	(	(	PUNCT
asir-41262	179	14	2022	2022	NUM
asir-41262	179	15	)	)	PUNCT
asir-41262	179	16	.	.	PUNCT
asir-41262	180	1	integrating	integrate	VERB
asir-41262	180	2	lidar	lidar	NOUN
asir-41262	180	3	and	and	CCONJ
asir-41262	180	4	quickbird	quickbird	PROPN
asir-41262	180	5	satellite	satellite	NOUN
asir-41262	180	6	data	datum	NOUN
asir-41262	180	7	for	for	ADP
asir-41262	180	8	improved	improve	VERB
asir-41262	180	9	landslide	landslide	NOUN
asir-41262	180	10	risk	risk	NOUN
asir-41262	180	11	assessment	assessment	NOUN
asir-41262	180	12	:	:	PUNCT
asir-41262	180	13	a	a	DET
asir-41262	180	14	case	case	NOUN
asir-41262	180	15	study	study	NOUN
asir-41262	180	16	from	from	ADP
asir-41262	180	17	italy	italy	PROPN
asir-41262	180	18	.	.	PUNCT
asir-41262	181	1	remote	remote	ADJ
asir-41262	181	2	sensing	sensing	NOUN
asir-41262	181	3	of	of	ADP
asir-41262	181	4	environment	environment	NOUN
asir-41262	181	5	,	,	PUNCT
asir-41262	181	6	254	254	NUM
asir-41262	181	7	,	,	PUNCT
asir-41262	181	8	112830	112830	NUM
asir-41262	181	9	.	.	PUNCT